What, How, Where, and How Well? This paper reviews test-time scaling methods and all you need to know about them: > parallel, sequential, hybrid, internal scaling > how to scale (SFT, RL, search, verification) > metrics and evals of test-time scaling
The Rise of Specialized LLMs for Enterprise -https://mltblog.com/3QXXE4I
In this article, I discuss the main problems of standard LLMs (OpenAI and the likes), and how the new generation of LLMs addresses these issues. The focus is on Enterprise LLMs.
LLMs with Billions of Parameters: Most of the LLMs still fall in that category. The first ones (ChatGPT) appeared around 2022, though Bert is an early precursor. Most recent books discussing LLMs still define them as transformer architecture with deep neural networks (DNNs), costly training, and reliance on GPUs. The training is optimized to predict the next tokens or missing tokens. However, this task is remotely relevant to what modern LLMs now deliver to the user, see here. Yet it requires time and intensive computer resources. Indeed, this type of architecture works best with billions or trillions of tokens. In the end, most of these tokens are noise, requiring smart distillation for performance improvement.
The main issues are:
โก๏ธ Performance: Requires GPU and large corpuses as input data. Re-training is expensive. Hallucinations are still a problem. Fine-tuning is delicate (Blackbox). You need prompt engineering to get the best results. Mixtures of experts (multiple sub-LLMs, DeepSeek) is one step towards improving accuracy.
โก๏ธ Cost: Besides the GPU costs, the pricing model charges by the token, incentivizing vendors to use models with billions of tokens.
๐ฅ 'Open Meme Studio': Your Creative Meme Factory ๐ญโจ
Hello everyone! Today I'm introducing 'Open Meme Studio', an amazing space where you can easily create and transform fun and original meme images. ๐
๐ฏ Taking Meme Creation to the Next Level! This application leverages the powerful Kolors model and IP-Adapter-Plus to upgrade your meme-making abilities. Go beyond simple image editing and experience a completely new meme world powered by AI!
๐ ๏ธ Features You'll Love
๐ธ Transform and reinterpret existing meme templates ๐ญ Freely change expressions and poses ๐ Add props (sunglasses, hats, etc.) ๐๏ธ Change backgrounds and composite characters ๐จ Apply various artistic styles
๐ช Why 'Open Meme Studio' is So Effective
Fast Meme Generation: High-quality memes completed in seconds Unlimited Creativity: Completely different results just by changing prompts User-Friendly Interface: Simple prompt input and image upload is all you need Fine-tuned Control: Adjust how much of the original image characteristics to preserve Advanced User Options: Freely set seed values, resolution, number of steps, and more
๐ Streamlined Meme Creation Process Tasks that previously required complex tools like Photoshop can now be accomplished with just a few simple prompts. Experience intuitive image manipulation through text commands.
๐ Effective Prompt Examples
๐ "sunglass" - Add cool sunglasses to your character ๐๏ธ "background alps" - Change the background to Alpine mountains ๐ "dancing" - Transform your character into a dancing pose ๐ "smile" - Change to a smiling expression ๐ฎ "with Pikachu" - Create a scene with Pikachu ๐จ "3d style" - Convert to 3D style
๐ Join Our Community For more meme creation tips and interaction with other users, join our Discord! https://discord.gg/openfreeai
Start creating unique memes that will shake up social media with 'Open Meme Studio' right now! ๐๐ฏ It's time for your meme
๐ What Can It Do? Upload any regular photo and watch it transform into a beautiful, fantastical image reminiscent of Hayao Miyazaki's Studio Ghibli animations! ๐๏ธโจ
๐ง How Does It Work?
๐ธ Upload your photo ๐ค Florence-2 AI analyzes the image and generates a description โ๏ธ "Ghibli style" is added to the description ๐ญ Magic transformation happens using the FLUX.1 model and Ghibli LoRA!
โ๏ธ Customization Options Want more control? Adjust these in the advanced settings:
๐ฒ Set a seed (for reproducible results) ๐ Adjust image dimensions ๐ Guidance scale (prompt adherence) ๐ Number of generation steps ๐ซ Ghibli style intensity
๐ Try It Now! Click the "Transform to Ghibli Style" button below to create your own Ghibli world! Ready to meet Totoro, Howl, Sophie, or Chihiro? ๐
๐ฟ Note: For best results, use clear images. Nature landscapes, buildings, and portraits transform especially well! ๐ Enjoy the magical transformation! Add some Ghibli magic to your everyday life~ โจ
