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[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: shap values\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Understanding SHAP Values for Machine Learning",
"role": "assistant"
}
] | [
{
"content": "SHAP Values Explained: A Guide for Beginners",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning llms to think (advanced reasoning)\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Deep Thought with LLMs",
"role": "assistant"
}
] | [
{
"content": "Mastering Advanced Reasoning in LLMs",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: practical use case with decision trees\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Build Better Decisions with Decision Trees",
"role": "assistant"
}
] | [
{
"content": "Master Decision Trees with Practical Examples",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: continual learning (ml)\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering ML: Continuous Learning Strategies",
"role": "assistant"
}
] | [
{
"content": "Never Stop Learning: ML Edition",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning text embedding models\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Text Understanding with Embeddings",
"role": "assistant"
}
] | [
{
"content": "Mastering Text Embedding Models",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fourier transform\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Fourier Transform Simplified: Transforming Complex Problems",
"role": "assistant"
}
] | [
{
"content": "Decoding Fourier Transform: The Math Behind the Magic",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: rl with ai feedback\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "RL & AI: A Dynamic Duo",
"role": "assistant"
}
] | [
{
"content": "Master RL with AI Guidance",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: 5 ai automation use cases\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Revolutionize Your Workflow with AI Automation: 5 Examples",
"role": "assistant"
}
] | [
{
"content": "Unlocking AI Automation: 5 Game-Changing Use Cases",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: intro independent component analysis\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Independent Component Analysis",
"role": "assistant"
}
] | [
{
"content": "Decoding Independent Component Analysis for Beginners",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: building a resume optimizer with ai\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Build a Smarter Resume with AI",
"role": "assistant"
}
] | [
{
"content": "AI-Powered Resume Optimizer: How It Works",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: neural network dropout\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Neural Network Dropout",
"role": "assistant"
}
] | [
{
"content": "Dropout Technique: Boosting Neural Networks",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: why i quit my 6f data science job\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Why I Left My Data Science Job at 6F",
"role": "assistant"
}
] | [
{
"content": "The Truth Behind Quitting My 6F Data Science Role",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: probability, likelihood, odds, chance, odds ratio\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "The Ultimate Guide to Probability, Odds, and Likelihood",
"role": "assistant"
}
] | [
{
"content": "Decoding Probability: Likelihood, Odds, and Chance",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: how to think like a data scientist\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Data Science Like a Pro",
"role": "assistant"
}
] | [
{
"content": "Unlock Data Science Thinking",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: model distillation\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Effortless Guide to Model Distillation",
"role": "assistant"
}
] | [
{
"content": "Mastering Model Distillation Techniques",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning llms\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering LLM Fine-Tuning",
"role": "assistant"
}
] | [
{
"content": "Unlocking LLM Potential Through Fine-Tuning",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: self-organizing map\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Simplify Data with Self-Organizing Maps",
"role": "assistant"
}
] | [
{
"content": "Unlocking Self-Organizing Maps",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: text embedding models\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Transforming Text into Data with Embeddings",
"role": "assistant"
}
] | [
{
"content": "Unlocking Text Insights with Embedding Models",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: surrogate models\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Surrogate Models: The Unsung Heroes of AI",
"role": "assistant"
}
] | [
{
"content": "Meet the Surrogate Models Shaping Our Future",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: stable diffusion models\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unveiling the Power of Stable Diffusion",
"role": "assistant"
}
] | [
{
"content": "Exploring Stable Diffusion Models",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: p-values. definition, examples, and misconceptions\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "P-Values Explained: Definitions, Examples, and Common Misunderstandings",
"role": "assistant"
}
] | [
{
"content": "Decoding P-Values: Meaning, Examples, and Myths",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: optimization\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Maximize Efficiency with These Tricks",
"role": "assistant"
}
] | [
{
"content": "Optimize Your Life: Simple Tips",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: multimodal rag\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Multimodal RAG: Revolutionizing Information Retrieval",
"role": "assistant"
}
] | [
{
"content": "How Multimodal RAG is Transforming AI",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: how to measure fat tailed distributions\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unleash Your Data Analysis Skills",
"role": "assistant"
}
] | [
{
"content": "Mastering Fat Tailed Distributions",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: python essentials for data science\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Python for Data Science",
"role": "assistant"
}
] | [
{
"content": "Essential Python Skills for Data Science",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: what is an ai project manager?\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "AI Project Manager: The Future is Here",
"role": "assistant"
}
] | [
{
"content": "Meet Your New AI Project Manager",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: how i become a data scientist (my journey to data science from physics)\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "From Physics to Data Science: My Journey",
"role": "assistant"
}
] | [
{
"content": "My Physics Background to Data Science",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: deploying ml solutions with fastapi, docker, and aws\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Deploy ML Models Using FastAPI, Docker & AWS",
"role": "assistant"
}
] | [
{
"content": "Building ML Solutions with FastAPI, Docker & AWS",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fft\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering FFT: Fast Fourier Transform Explained",
"role": "assistant"
}
] | [
{
"content": "FFT Tutorial: Fast Fourier Transform in 10 Minutes",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fractals, self similarity, and crinkliness\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Fractals Unveiled: Self-Similarity and Measuring Crinkliness",
"role": "assistant"
}
] | [
{
"content": "Exploring Fractals: Self-Similarity and Crinkliness",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: how to handle missing data\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Fill Gaps Like a Pro: Missing Data Solutions",
"role": "assistant"
}
] | [
{
"content": "Mastering Missing Data: Techniques Revealed",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning bert for text classification\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Fine-Tuning BERT for Text Classification",
"role": "assistant"
}
] | [
{
"content": "Mastering Text Classification with BERT",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: 5 ai project discovery questions\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "5 AI Projects to Explore",
"role": "assistant"
}
] | [
{
"content": "Uncover 5 Amazing AI Projects",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: time series forecasting techniques\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Time Series Forecasting",
"role": "assistant"
}
] | [
{
"content": "Predict the Future with Accuracy",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning multimodal embedding models\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering Multimodal Embeddings",
"role": "assistant"
}
] | [
{
"content": "Unlocking Multimodal Models",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fat tailed distribtions\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "The Surprising World of Fat Tails",
"role": "assistant"
}
] | [
{
"content": "Understanding Fat Tailed Distributions",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: mechanistic interpretability\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Decoding Mechanistic Interpretability",
"role": "assistant"
}
] | [
{
"content": "Unlocking Mechanistic Interpretability: A Deep Dive",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: what is entropy?\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Understanding Entropy: The Science Behind Disorder",
"role": "assistant"
}
] | [
{
"content": "Entropy Explained: Why Things Always Get Messy",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning llms with qlora\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking LLM Potential: QLoRA Technique Explained",
"role": "assistant"
}
] | [
{
"content": "Fine-tuning LLMs with QLoRA: A Deep Dive",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: causal inference\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unveiling Causality with Data",
"role": "assistant"
}
] | [
{
"content": "Mastering Causal Inference",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning llms on human feedback\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Fine-Tuning LLMs with Human Feedback",
"role": "assistant"
}
] | [
{
"content": "How Human Feedback Shapes LLMs",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: llm alignment\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Aligning LLMs: Challenges and Solutions",
"role": "assistant"
}
] | [
{
"content": "The Future of LLMs - Ensuring Safe Alignment",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: interviewing 10 upwork millionaires\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "How 10 Upwork Millionaires Built Their Empires",
"role": "assistant"
}
] | [
{
"content": "10 Upwork Millionaires Reveal Their Secrets",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: decision tree ensembles\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Boost Your Machine Learning Skills with Ensembles",
"role": "assistant"
}
] | [
{
"content": "Mastering Decision Tree Ensembles",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: building an llm from scratch\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Building LLMs from Scratch: The Full Process",
"role": "assistant"
}
] | [
{
"content": "From Zero to LLM: Building One Yourself",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: 5 ai project ideas\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Build These 5 AI Projects for Mastery",
"role": "assistant"
}
] | [
{
"content": "5 AI Projects to Supercharge Your Skills",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: roc, auc. generalizing to decision trees and other classifiers\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "ROC, AUC Explained: Decision Trees & More",
"role": "assistant"
}
] | [
{
"content": "Master ROC, AUC: Beyond Basics with Trees",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: key lessons from interviews with top upwork data science freelancers\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Insights from Top Upwork Data Scientists",
"role": "assistant"
}
] | [
{
"content": "Top Tips from Upwork's Best Data Science Freelancers",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: ai agents\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Meet Your New AI Sidekick",
"role": "assistant"
}
] | [
{
"content": "AI Agents: The Future is Here",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning llms for tool use\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking LLM Potential with Tools",
"role": "assistant"
}
] | [
{
"content": "Mastering LLM Tool Integration",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: causal discovery\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unveiling Causal Discovery: The Key to Understanding Cause and Effect",
"role": "assistant"
}
] | [
{
"content": "Decoding Causality: How Causal Discovery Can Transform Your Data",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: power law scaling on youtube\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "The Secret Math Behind YouTube Hits",
"role": "assistant"
}
] | [
{
"content": "Unlocking YouTube Success with Power Laws",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: expectation values\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unleash Your Potential with Expectation Values",
"role": "assistant"
}
] | [
{
"content": "Master Expectation Values: The Key to Success",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: rag\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "How RAG is Changing Information Retrieval",
"role": "assistant"
}
] | [
{
"content": "Revolutionizing AI with RAG",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: model quantization\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Simplify ML Models with Quantization",
"role": "assistant"
}
] | [
{
"content": "Master Model Quantization for Efficient ML",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: silhouette plots\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Silhouette Plots: A Visual Guide",
"role": "assistant"
}
] | [
{
"content": "Master Silhouette Plots in Minutes",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: transformers (ml)\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Transformers 101: Unlocking ML's Future",
"role": "assistant"
}
] | [
{
"content": "Mastering Transformers: The ML Revolution",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: full-stack data science skillset\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Full-Stack Data Science",
"role": "assistant"
}
] | [
{
"content": "Full-Stack Data Science: Your Ultimate Guide",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: customer segmentation with text embeddings\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Customer Insights with Text Embeddings",
"role": "assistant"
}
] | [
{
"content": "Segmenting Customers Like Never Before",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: evaluating binary classification models\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering Binary Classification Models",
"role": "assistant"
}
] | [
{
"content": "Unveiling Binary Classification Models",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: topological data analysis\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Topology 101: Mastering Data Analysis",
"role": "assistant"
}
] | [
{
"content": "Unlocking Data Secrets with Topological Analysis",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: multimodal ai\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Multimodal AI: The Future of Interaction",
"role": "assistant"
}
] | [
{
"content": "How Multimodal AI is Revolutionizing Technology",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: gaussian process regression\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Regression Revolution: Gaussian Processes",
"role": "assistant"
}
] | [
{
"content": "Gaussian Processes Made Simple",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: data science project management\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Effortless Data Science Project Management",
"role": "assistant"
}
] | [
{
"content": "Master Data Science Project Management",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: direct policy optimization (dpo)\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Direct Policy Optimization for Efficient Learning",
"role": "assistant"
}
] | [
{
"content": "Unlock Direct Policy Optimization: Simplified & Effective",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: python tutorial for ai beginners\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Python for AI Beginners: Start Coding Today",
"role": "assistant"
}
] | [
{
"content": "Learn Python for AI: Beginner's Guide",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: decision trees\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Decision Trees Like a Pro",
"role": "assistant"
}
] | [
{
"content": "Decision Trees Simplified: Your Ultimate Guide",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: expectation maximization\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Maximization with Expectation",
"role": "assistant"
}
] | [
{
"content": "Maximizing Expectations: A Guide",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning llms for computer use\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering LLMs: Tips for Computer Users",
"role": "assistant"
}
] | [
{
"content": "Fine-Tuning LLMs for Computer Use",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fuzzy decision trees\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Navigating Uncertainty with Fuzzy Decision Trees",
"role": "assistant"
}
] | [
{
"content": "Fuzzy Logic Simplified: Decision Trees Explained",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: generative adversarial networks (gans)\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "GANs 101: How Generative Adversarial Networks Work",
"role": "assistant"
}
] | [
{
"content": "Exploring GANs: The Ultimate Guide",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: spectral clustering\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering Spectral Clustering",
"role": "assistant"
}
] | [
{
"content": "Unleash the Power of Spectral Clustering",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: llm fine-tuning faq\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "FAQs on LLM Fine-Tuning Explained",
"role": "assistant"
}
] | [
{
"content": "LLM Fine-Tuning 101: FAQ",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: the mapper algorithm\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mapper Algorithm: Simplified & Explained",
"role": "assistant"
}
] | [
{
"content": "Unlocking the Power of Mapper Algorithm",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: habituation in causal inference\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Understanding Habituation in Causal Inference",
"role": "assistant"
}
] | [
{
"content": "The Hidden Bias: Exploring Habituation in Causal Analysis",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: wavelet transform\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Decoding Wavelet Transform Basics",
"role": "assistant"
}
] | [
{
"content": "Mastering Wavelet Transform",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: how to handle imbalanced data in ml\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Mastering Imbalanced Data in ML",
"role": "assistant"
}
] | [
{
"content": "Balancing Act: Fixing Imbalanced Data",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: ai risk, safety, and alignment\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Navigating AI Risks: Safety First",
"role": "assistant"
}
] | [
{
"content": "AI Alignment: Ensuring Safe Technology",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: 7 ways to make money as a data entrepreneur.\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "7 Money-Making Moves for Data Entrepreneurs",
"role": "assistant"
}
] | [
{
"content": "Data Dreams: 7 Ways to Turn Ideas into Income",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: hierarchical clustering\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Hierarchical Clustering",
"role": "assistant"
}
] | [
{
"content": "Mastering Hierarchical Clustering Techniques",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: causal effects with regression\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Regression Analysis: Understanding Causal Effects",
"role": "assistant"
}
] | [
{
"content": "Exploring Causal Effects with Regression",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: llm evals\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "LLM Evaluations: What You Need to Know",
"role": "assistant"
}
] | [
{
"content": "How to Evaluate LLMs Like a Pro",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: principal component analysis\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Principal Component Analysis",
"role": "assistant"
}
] | [
{
"content": "PCA Simplified: A Principal Guide",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: variational autoencoders\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Demystifying Variational Autoencoders",
"role": "assistant"
}
] | [
{
"content": "How Variational Autoencoders Work",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: synthetic data generation with llms\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Generating Synthetic Data with LLMs",
"role": "assistant"
}
] | [
{
"content": "Leveraging LLMs for Synthetic Data",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: 2 plots for exploratory data analysis\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master EDA with These 2_plots",
"role": "assistant"
}
] | [
{
"content": "Unlock EDA Secrets: 2_plots Revealed",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: how to detect fat tailed distributions\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Spotting Fat Tailed Distributions Like a Pro",
"role": "assistant"
}
] | [
{
"content": "The Ultimate Guide to Detecting Fat Tails",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: 5 physics principles that made me a better data scientist\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "5 Surprising Physics Laws for Better Data Science",
"role": "assistant"
}
] | [
{
"content": "Physics Principles Boosting My Data Science Skills",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: ai engineer vs ml engineer\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Battle of the Brains: AI Engineer vs ML Engineer",
"role": "assistant"
}
] | [
{
"content": "AI vs ML Engineers: Who's the Real Tech Wizard?",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: statistics for data scientists\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Statistics for Data Science",
"role": "assistant"
}
] | [
{
"content": "Stats 101 for Data Scientists",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: genetic algorithm\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Genetic Algorithms",
"role": "assistant"
}
] | [
{
"content": "Genetic Algorithms Simplified",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: llms\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "LLMs 101: Understanding Large Language Models",
"role": "assistant"
}
] | [
{
"content": "Exploring LLMs: The Future of AI",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: ai for business\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking AI Potential for Businesses",
"role": "assistant"
}
] | [
{
"content": "AI Revolution: How to Boost Your Business",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: distribution differences: ks-test (d statistic), kl divergence, wasserstein. jensen-shannon divergence\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Comparing Distributions: KS-test & Beyond",
"role": "assistant"
}
] | [
{
"content": "Dive into Distribution Differences: D Stat & More",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: fine-tuning flux.1 on images of me\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Transforming My Images with FLUX.1",
"role": "assistant"
}
] | [
{
"content": "Fine-Tuning FLUX.1 for Personal Images",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: my $15,000 content creation strategy\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "15K Budget Content Creation Mastery",
"role": "assistant"
}
] | [
{
"content": "Maximize Your $15K for Content Success",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: building data pipelines with python and github actions\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Build Data Pipelines with Python & GitHub Actions",
"role": "assistant"
}
] | [
{
"content": "Python & GitHub Actions: Automating Data Pipelines",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: reinforcement learning with human feedback (rlhf)\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "RLHF Unveiled: How Humans Shape AI",
"role": "assistant"
}
] | [
{
"content": "Mastering RLHF: Human Feedback in Action",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: data pipelines for ml projects\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Master Data Pipelines for ML Projects",
"role": "assistant"
}
] | [
{
"content": "Effortless ML Projects with Data Pipelines",
"role": "assistant"
}
] |
[
{
"content": "Given the YouTube video idea write an engaging title.\n\n**Video Idea**: hyperparameter optimization\n\n**Additional Guidance**:\n- Title should be between 30 and 75 characters long\n- Only return the title idea, nothing else!",
"role": "user"
}
] | [
{
"content": "Unlocking Model Performance with Optimization",
"role": "assistant"
}
] | [
{
"content": "Mastering Hyperparameter Optimization",
"role": "assistant"
}
] |
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