Curriculum
4 Sections
25 Lessons
20 Weeks
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MACHINE LEARNING
23
1.1
Module 1: Introduction to Machine Learning
1.2
Module 1 Introduction to Machine Learning (Assignment Questions)
1 Week
1.3
Module 2: Supervised Learning
1.4
Module 2 Supervised Learning (Assignment Questions)
1 Week
1.5
Module 3: Unsupervised Learning
1.6
Module 3 Unsupervised Learning (Assignment Questions)
1 Week
1.7
Module 4: Support Vector Machines (SVM)
1.8
Module 4 Support Vector Machines (SVM) (Assignment Questions)
1 Week
1.9
Module 5: Decision Tree Classification
1.10
Module 5 Decision Tree Classification (Assignment Questions)
1 Week
1.11
Module 6: Ensemble Learning
1.12
Module 6 Ensemble Learning (Assignment Questions)
1 Week
1.13
Module 7: Model Selection Techniques
1.14
Module 7 Model Selection Techniques (Assignment Questions)
1 Week
1.15
Module 8: Recommendation Systems
1.16
Module 8 Recommendation Systems (Assignment Questions)
1 Week
1.17
Module 9: Text Analysis
1.18
Module 9 Text Analysis (Assignment Questions)
1 Week
1.19
Module 10: Dimensionality Reduction
1.20
Module 10 Dimensionality Reduction (Assignment Questions)
1 Week
1.21
Module 11: OpenCV
1.22
Module 11 OpenCV (Assignment Questions)
1 Week
1.23
Machine Learning Quizzes
1 Hour
50 Questions
Deep Learning & Neural Networks
27
2.1
Module 1: Introduction to Artificial Neural Networks
2.2
Module 1 Introduction to Artificial Neural Networks (Assignment Questions)
1 Week
2.3
Module 2: Introduction to Deep Learning
2.4
Module 2 Introduction to Deep Learning (Assignment Questions)
1 Week
2.5
Module 3: TensorFlow Basics
2.6
Module 3 TensorFlow Basics (Assignment Questions)
1 Week
2.7
Module 4: Optimizers
2.8
Module 4 Optimizers (Assignment Questions)
1 Week
2.9
Module 5: Activation Functions
2.10
Module 5 Activation Functions (Assignment Questions)
1 Week
2.11
Module 6: Building Artificial Neural Networks
2.12
Module 6 Building Artificial Neural Networks (Assignment Questions)
1 Week
2.13
Module 7: Modern Deep Learning Optimizers and Regularization
2.14
Module 7 Modern Deep Learning Optimizers and Regularization (Assignment Questions)
1 Week
2.15
Module 8: Building Deep Neural Networks Using Keras
2.16
Module 8 Building Deep Neural Networks Using Keras (Assignment Questions)
1 Week
2.17
Module 9: Convolutional Neural Networks (CNNs)
2.18
Module 9 Convolutional Neural Networks (CNNs) (Assignment Questions)
1 Week
2.19
Module 10: Word Embedding
2.20
Module 10 Word Embedding (Assignment Questions)
1 Week
2.21
Module 11: Recurrent Neural Networks (RNNs)
2.22
Module 11 Recurrent Neural Networks (RNNs) (Assignment Questions)
1 Week
2.23
Module 12: Generative Adversarial Networks (GANs)
2.24
Module 12 Generative Adversarial Networks (GANs) (Assignment Questions)
1 Week
2.25
Module 13: Speech Recognition APIs
2.26
Module 13 Speech Recognition APIs (Assignment Questions)
1 Week
2.27
Deep Learning & Neural Networks Quizzes
1 Hour
50 Questions
Capstone Project
1
3.1
Choose (Any 2)
Final Exam
2
4.1
Machine Learning and Deep Learning Final Test
3 Hours
4.2
Machine Learning and Deep Learning Final Quizzes
1 Hour
50 Questions
Machine Learning & Deep Learning
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