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GitHub - llSourcell/Machine_Learning_Journey: This is the Curriculum for "M...
source link: https://github.com/llSourcell/Machine_Learning_Journey
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README.md
Machine_Learning_Journey
Overview
This is the Curriculum for "Machine Learning Journey" By Siraj Raval on Youtube. It starts with this video on Youtube.
Week 1 - Portfolio Design
- Creating a Great resume
- Social Media For Engineers
- How does GitHub work?
- Live Stream (Q&A)
Week 2 - Mathematics
- Gradient Descent Explained
- Research Paper to Code
- An Overview of Machine Learning Models
- Live Stream (Math of Sentiment Analysis)
Week 3 - Building an ML Toolkit
- Machine Learning Recommendations
- Machine Learning Web Tools
- Google Colab
- Live Stream
Week 4 - Data Preprocessing
- Finding the right dataset
- Cleaning Data
- Data Tools
- Live Stream
Week 5 - Stock Price Prediction
- Time Series + CNN
- Reinforcement Learning
- Cutting Edge Models
- Live Stream
Week 6 - TensorFlow
- TF.JS
- Eager Execution
- Tensorflow Lite
- Live Stream
Week 7 - Deep Learning in Production
- TensorFlow Serving
- Designing an ML API
- Scaling
- Live Stream
Week 8 - GANs
- Choosing a Loss Function
- Latest GANs
- Research opportunites
- Live Stream
Week 9 - The Latest Machine Learning techniques
- Meta Learning
- New optimization strategies
- Deep Reinforcement Learning
- Live Stream
Week 10 - Putting it all Together
- Surprise
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