AI Engineering

C1 Machine Learning with Python 18 lessons

M1 Introduction to ML 3

1ML Fundamentals▸ 2Module 1 Review▸ 3T Final Module Assessment▸

M2 Regression 3

1Regression Techniques▸ 2Module 2 Review▸ 3T Final Module Assessment▸

M3 Classification 3

1Classification Algorithms▸ 2Module 3 Review▸ 3T Final Module Assessment▸

M4 Clustering 3

1Clustering Algorithms▸ 2Module 4 Review▸ 3T Final Module Assessment▸

M5 Recommendation Systems 3

1Recommendation Techniques▸ 2Module 5 Review▸ 3T Final Module Assessment▸

M6 Final Project 3

1Capstone Project▸ 2Module 6 Review▸ 3T Final Module Assessment▸

C2 Deep Learning and Neural Networks with Keras 12 lessons

M1 Introduction to Neural Networks 3

1Neural Network Basics▸ 2Module 1 Review▸ 3T Final Module Assessment▸

M2 Artificial Neural Networks 3

1ANN Architecture aur Training▸ 2Module 2 Review▸ 3T Final Module Assessment▸

M3 Keras for Deep Learning 3

1Keras HandsOn▸ 2Module 3 Review▸ 3T Final Module Assessment▸

M4 Deep Learning Models 3

1Advanced Architectures▸ 2Module 4 Review▸ 3T Final Module Assessment▸

C3 Computer Vision and Image Processing 15 lessons

M1 Image Processing Basics 3

1Image Fundamentals▸ 2Module 1 Review▸ 3T Final Module Assessment▸

M2 ML for Image Classification 3

1MLbased Image Classification▸ 2Module 2 Review▸ 3T Final Module Assessment▸

M3 Neural Networks for CV 3

1CNN for Computer Vision▸ 2Module 3 Review▸ 3T Final Module Assessment▸

M4 Object Detection 3

1Detection Techniques▸ 2Module 4 Review▸ 3T Final Module Assessment▸

M5 Final Project 3

1Capstone Project▸ 2Module 5 Review▸ 3T Final Module Assessment▸

C4 Deep Neural Networks with PyTorch 15 lessons

M1 PyTorch Basics 3

1PyTorch Fundamentals▸ 2Module 1 Review▸ 3T Final Module Assessment▸

M2 Linear Models with PyTorch 3

1Linear aur Logistic Regression▸ 2Module 2 Review▸ 3T Final Module Assessment▸

M3 Deep Networks with PyTorch 3

1Deep Neural Networks▸ 2Module 3 Review▸ 3T Final Module Assessment▸

M4 CNNs with PyTorch 3

1CNN Implementation▸ 2Module 4 Review▸ 3T Final Module Assessment▸

M5 Final Project 3

1Capstone Project▸ 2Module 5 Review▸ 3T Final Module Assessment▸

C5 Building Deep Learning Models with TensorFlow 12 lessons

M1 TensorFlow Fundamentals 3

1TensorFlow Basics▸ 2Module 1 Review▸ 3T Final Module Assessment▸

M2 Convolutional Neural Networks 3

1CNN with TFKeras▸ 2Module 2 Review▸ 3T Final Module Assessment▸

M3 Recurrent Neural Networks 3

1Sequence Models▸ 2Module 3 Review▸ 3T Final Module Assessment▸

M4 Generative Models 3

1Generative Architectures▸ 2Module 4 Review▸ 3T Final Module Assessment▸

C6 AI Capstone Project with Deep Learning 9 lessons

M1 Project Planning 3

1Planning aur Data Prep▸ 2Module 1 Review▸ 3T Final Module Assessment▸

M2 Model Design and Training 3

1Model Building▸ 2Module 2 Review▸ 3T Final Module Assessment▸

M3 Evaluation and Final Submission 3

1Evaluation aur Submission▸ 2Module 3 Review▸ 3T Final Module Assessment▸