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Machine Learning and AI Certification
Machine Learning and AI Certification
Curriculum
12 Sections
67 Lessons
12 Weeks
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Week 1: Introduction to Machine Learning and AI
12
1.1
Topic 1 – Introduction to Python
1.2
Topic 2 – Control Statements and Loops
1.3
Topic 3 – Data Structures in Python
1.4
Topic 4 – Python Functions
1.5
Topic 5 – Python Functions – Continue
1.6
Topic 6 – Functions as Arguments to Other Functions
1.7
Assignment 1
1.8
Assignment 2
1.9
Assignment 3
1.10
Assignment 4
1.11
Practical
1.12
Assignment Solution
Week 2: Data Preprocessing and Feature Engineering
7
2.1
Topic 1 – Introduction to Exception Handling
2.2
Topic 2 – File Handling
2.3
Topic 3 – Python for Text Processing
2.4
Assignment 1
2.5
Assignment 2
2.6
Practical
2.7
Assignment Solution
Week 3: Supervised Learning I (Regression)
7
3.1
Topic 1 – Python OOPs
3.2
Topic 2 – Python OOPs Continue
3.3
Topic 3 – Python OOPs Continue
3.4
Assignment 1
3.5
Assignment 2
3.6
Practical
3.7
Assignment Solution
Week 4: Supervised Learning II (Classification)
7
4.1
Topic 1 – Introduction to Pandas
4.2
Topic 2 – Introduction to NumPy
4.3
Topic 3 – Introduction to Matplotlib and Seaborn
4.4
Assignment 1
4.5
Assignment 2
4.6
Practical
4.7
Assignment Solution
Week 5: Unsupervised Learning
7
5.1
Topic 1 – Machine Learning in Python
5.2
Topic 2 – Unsupervised Learning
5.3
Topic 3 – Supervised Learning
5.4
Assignment 1
5.5
Assignment 2
5.6
Practical
5.7
Assignment Solution
Week 6: Neural Networks and Deep Learning
8
6.1
Topic 1 – Classification Algorithms in Machine Learning
6.2
Topic 2 – Supervised Learning
6.3
Topic 3 – Regression Algorithms
6.4
Assignment 1
6.5
Assignment 2
6.6
Assignment 3
6.7
Practical
6.8
Assignment Solution
Week 7: Advanced Deep Learning
7
7.1
Topic 1 – Deep Learning
7.2
Topic 2 – Deep Learning Continue
7.3
Topic 3 – Deep Learning Continue
7.4
Assignment 1
7.5
Assignment 2
7.6
Practical
7.7
Assignment Solution
Week 8: Natural Language Processing (NLP)
6
8.1
Topic 1 – Natural Language Processing
8.2
Topic 2 – Natural Language Processing Continue
8.3
Topic 3 – Natural Language Processing Continue
8.4
Assignment 1
8.5
Assignment 2
8.6
Assignment Solution
Week 9: Reinforcement Learning
0
Week 10: AI in Practice
6
10.1
Project 1
10.2
Project 2
10.3
Project 3
10.4
Project 4
10.5
Project 5
10.6
Dataset
Week 11: Capstone Project
0
Week 12: Certification and Career Preparation
0
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