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
Week 2 - Mathematics
- Backpropagation Explained
- Loss Functions Explained
- Research Paper to Code
- 100 Days of ML Code Challenge
Week 3 - Stock Price Prediction
- How to Build a Trading Bot
- Stock Price Prediction using Reinforcement Learning
- Convolutional Networks Applied to Time Series Data
- Your First Machine Learning API
Week 4 - Machine Learning in Practice
- AWS Explained
- Completing a Kaggle Competition
- Google Cloud Explained
- Azure Explained
Week 5 - Machine Learning Languages
- Best Programming Language for Machine Learning
- Logistic Regression in Python
- Building an ML app with NodeJS
- Special Video
Week 6 - TensorFlow
- TF.JS
- Eager Execution
- Tensorflow Lite
- Live Stream
Week 7 - Deep Learning in Production
- TensorFlow Serving
- Scaling
- Live Stream
Week 8 - GANs
- Latest GANs
- Research opportunites
- Live Stream
Week 9 - The Latest Machine Learning techniques
- Meta Learning
- New optimization strategies
- Deep Reinforcement Learning
- Live Stream