I have developed a comprehensive machine learning course covering all the basics to advance concepts over 5 weeks. This course is perfect for beginners who want to learn more about machine learning and for professionals who want to upskill themselves. Here’s a summary of the material covered in this 5-week course on Machine Learning:

Week 1: Introduction to Machine Learning

• Basics of machine learning
• Linear regression
• Logistic regression
• K-means algorithm
• Artificial neural networks

• Hands-on experience with handwritten and scikit-learn implementations

• Week 1 Materials:
  • Introduction to Machine Learning
  • Introduction to Artifical Nerual Network

Week 2: Deep Learning with TensorFlow

• Theory and handwritten code for deep learning
• Introduction to TensorFlow

• Hands-on experience with TensorFlow implementation

• Week 2 Materials:

  • Deep Learning Basics
  • Neural Network with TensorFlow

Week 3: Advanced Deep Learning with TensorFlow

• Convolutional neural networks
• Recurrent neural networks
• Natural language processing with TensorFlow

• Hands-on experience with TensorFlow implementation

• Week 3 Materials:

  • Convolutional Neural Networks and Computer Vision with TensorFlow
  • Project: Covid19 classifier based on X-rays lung image
  • Recurrent Neural Networks (RNN) using TensorFlow
  • Natural Language Processing using TensorFlow

Week 4: Deep Learning with PyTorch

• Introduction to PyTorch
• Convolutional neural networks with PyTorch

• Hands-on experience with PyTorch implementation

• Week 4 Materials:

  • Artificial Neural Network with Pytorch
  • Convolutional Neural Networks with Pytorch

Week 5: Transfer Learning with PyTorch and TensorFlow

• Using pre-trained models to improve model accuracy
• Transfer Learning with TensorFlow
• Transfer Learning with PyTorch

• Hands-on experience with PyTorch and TensorFlow implementation

• Week 5 Materials:

  • Transfer Learning with Tensorflow
  • Transfer Learning with PyTorch

Bonus Week: Generative AI

Introduction to Generative Adversarial Network (GAN) Tensorflow implementation of GAN Introduction to Transformer Tensorflow implementation of Transformer

• Bonus Week Materials:

  • TGenerative Adversarial Network with TensorFlow
  • Transformer with TensorFlow