🚀 Ready to take your machine learning skills to the next level? Explore these five hands-on projects that cover a wide range of techniques and applications. Whether you're a beginner looking to get practical experience or an intermediate looking to refine your skills, these interesting machine learning projects are designed to provide comprehensive learning opportunities.
What You'll Learn:
1. Colorizing Images Locally: Learn how to transform black-and-white images into color using neural networks, starting from creating your own training data.
2. RNN Text Generator: Discover the mechanics of Recurrent Neural Networks and how to use them for generating text that mimics a given style or content.
3. Fine-tuning a GPT Model: Get hands-on experience with transformer models by fine-tuning GPT-2 for advanced text generation tasks.
4. Mixture of Experts: Explore how to combine multiple models to leverage their strengths and improve decision-making in complex scenarios.
5. Teacher-Student Model: Implement knowledge distillation to train a compact model capable of performing as well as a larger model, perfect for deployment on devices with limited resources.
Resources and Code:
Check out the links below for full access to the project codes, datasets, and additional resources to help you get started with each project.
👇 Links to Project Resources:
1. Colorizing Images Locally:
KZitem video: • Colorizing Black & Whi...
📚 *Google Colab Link to the Code:*
colab.research.google.com/dri...
2. RNN Text Generator:
KZitem videos:
Part 1: Theory of RNN: An Easy Tutorial: • RNN Theory and Math Cl...
Part 2: Coding RNN: • RNN Text Generator: A ...
Part 3: Coding RNN and Text Generation: • RNN Text Generator: Co...
Link to a GitHub Repo for the *CODE* can be found in Part 3's description section.
3. Fine-tuning a GPT Model:
KZitem video:
Part 1: • Fine-Tuning GPT-2 Pt1....
Part 2: • Fine-Tuning GPT-2 Pt2....
A Google Collab link to the code is available with Part 2.
4. Mixture of Experts:
KZitem video: • Mixture of Experts in ...
Code: colab.research.google.com/dri...
5. Teacher-Student Model:
KZitem video: • Teacher-Student Neural...
Code: colab.research.google.com/dri...
Engage and Learn:
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Stay tuned for more content as we continue to explore exciting and impactful machine learning applications!
Dr. Shahriar Hossain
computing4all.com
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