6 Cutting-Edge ML Projects for Your Power-Packed Resume!
Tags: ai, career, learning, machinelearning
Published: 2023-12-08 08:23:17

Are you looking to enhance your machine-learning skills and strengthen your portfolio? One of the most effective ways to achieve this is by working on advanced machine-learning projects. 

These projects not only provide you with hands-on experience but also demonstrate your ability to solve complex problems. In this article, we will explore six advanced machine-learning projects that can give your resume a significant boost.


## 1. Predicting mRNA Degradation using the Deep Learning Model

The mRNA Degradation project is a regression problem that involves predicting degradation rates to aid in the design of stable vaccines. 
By working on this project, you will gain experience in **solving regression problems using complex 3D data manipulation and deep-learning GRU models.** The goal is to predict five targets: reactivity, deg_Mg_pH10, deg_Mg_50C, deg_pH10, and deg_50C. 




## 2. Automatic Image Captioning

[Automatic Image Captioning](https://www.analyticsvidhya.com/blog/2018/04/solving-an-image-captioning-task-using-deep-learning/) is an essential project to include in your portfolio. This project involves building a model that can generate captions describing the content of an image. 

**You will learn about computer vision, CNN pre-trained models, and LSTM for [natural language processing](https://medium.com/@-TutortAcademy/10-natural-language-processing-tools-4a40d68e3e4e?source=user_profile---------29----------------------------).** To showcase your results, you can build an application using Streamlit or Gradio. 



## 3. Stock Price Forecasting using Deep Learning

Stock Price Forecasting is a popular project idea that involves predicting the future prices of stocks using [deep learning](https://medium.com/@-TutortAcademy/deep-learning-working-examples-etc-6fb7ff1ac6b1?source=user_profile---------95----------------------------) techniques. This project requires an **understanding of time series data analysis, data handling, pre-processing, and neural networks. **

You will learn about seasonality, trends, and daily fluctuations in stock prices. By accurately predicting stock prices, you can potentially help companies make informed investment decisions. 



## 4. Self-Driving Car Project

Including a self-driving car project in your portfolio can significantly enhance your chances of getting hired. This project demonstrates your problem-solving skills and your willingness to tackle complex machine-learning tasks. 

You will train the Proximal Policy Optimization (PPO) model in the OpenAI Gym environment (CarRacing-v0). Before starting the project, **it is crucial to learn the fundamentals of Reinforcement Learning. **Throughout the project, you will experiment with different models and methodologies to improve the performance of the agent. 



## 5. Conversational AI Bot

Building a Conversational AI Bot is not only a fun project but also a valuable addition to your portfolio. By working on this project, **you will gain experience with Hugging Face Transformers, Facebook Blender Bot, and creating chatbot interfaces.** 

You can choose a specific use case for your chatbot, such as a medical application that requires technical knowledge and understanding of patient sentiment. The Hugging Face library offers a wide range of pre-trained models and datasets, making it easier to customize your chatbot. 



## 6. Automatic Speech Recognition

Automatic Speech Recognition is an exciting project that involves transcribing spoken language into written text. By fine-tuning the Wav2Vec2 model, you can improve the accuracy of speech recognition for different languages. This project requires an **understanding of transformers, audio data handling, and improving model performance.**

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Remember, while mastering these projects can be a serious boost for your career, don't forget to have fun along the way! Experiment, and most importantly, celebrate your victories - big or small. So, grab your favorite coding snack, fire up your IDE, and embark on this exciting machine-learning adventure.

_Happy coding, and may your algorithms be ever in your favor!_

Also if you are looking to upskill in machine learning then check out [Full Stack ML Masters Program.](https://www.tutort.net/artificial-intelligence-and-machine-learning-course)