Syllabus

Week 1: Introduction to Data Science and Machine Learning

• Introduction to Data Science and Machine Learning
• Introduction to Python
• Data Manipulation with Python

Week 2: Working on Data with Python

• Data Cleaning and Preprocessing with Pandas
• Exploratory Data Analysis (EDA) with Pandas
• Data Visualization with Matplotlib

Week 3: Data analysis using Python

• Knowing about the data
• Final Project and Case Studies
• Data Preprocessing and Exploration

Week 4: Introduction to maths in data science

• Probability and Statistics
• Statistical Analysis with Python
• Statistical Analysis with Scipy

Week 5: Starting with Machine Learning – Supervised Learning

• Supervised learning
• Decision tree, Logistic regression
• SVM

Week 6: Classification and Regression

• Linear regression
• Types of linear regression
• Non-linear regression

Week 7: Unsupervised learning model

• Types of Clustering model
• K-means algo + Agglomerative
• Associative rules

Week 8: Advanced models and Optimzation

• Ensemble models
• Hyperparameter Tuning

Week 9: Model Evalution, Optimization and Validation

• Cross-Validation
• Hyperparameter Tuning
• Model Selection Method

Week 10: Introduction to Advanced Topics in Machine Learning

• Advance models
• Computer Vision

Week 11: Introduction to Advanced Topics in Machine Learning

• Natural Language Processing
• Deep Learning

Week 12: Projects

• Case Studies and Projects
• Deployment of model using Streamlit

Starting Date – Apr 02,2024

Pricing – ₹ 21,999

Duration – 12 weeks / 3 months

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