zioalex/Machine_Learning_Journey

This is the Curriculum for "Machine Learning Journey" By Siraj Raval on Youtube

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

• Backpropagation 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
• Live stream

Week 4 - 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 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