Machine Learning Online Training
Our Machine Learning Online Training in India by Srihitha Technologies is designed for students, IT professionals, and enthusiasts seeking in-depth knowledge of machine learning. The course covers Python programming, data analysis, visualization, preprocessing, ML algorithms, and advanced machine learning techniques, along with real-time projects.
Course Duration
60 Hours
Machine Learning Course Syllabus
Week 1: Introduction to Python Programming
- Lists
- Sets
- Tuples
- Dictionaries
Week 2: Python for Data Science
- Numpy
- Pandas
- Advanced Pandas Tricks
- Exploratory Data Analysis
- Data Cleaning & Preparation
Week 3: Data Analysis Fundamentals
- Groupby
- Aggregate Functions
- Lambdas
- Functions & Classes
- Filter
- Matrices & Queries
- Data Frame Operations
Week 4: Data Visualization
- Pandas for Plotting
- Types of Charts
- Univariate, Bivariate, Multivariate Analysis
- Matplotlib, Seaborn, Plotly
- Animated Visualizations
- Geo-Spatial Visualizations
- Dashboard Creation in Python
Week 5: Data Preprocessing
- Feature Engineering & Extraction
- Feature Selection Strategies
- Correlation & Heatmaps
- Data Preparation & Manipulation
Week 6: Introduction to Machine Learning
- Types of Machine Learning
- Supervised Learning Techniques
- Regression Analysis: Linear, Lasso, Ridge, Elastic Net
- Metrics for Regression
Week 7: Classification Algorithms
- Logistic Regression
- Decision Trees
- Random Forests
- K-Nearest Neighbors
- Support Vector Machines
- Naive Bayes
- AdaBoost
- Metrics for Classification
Week 8: Unsupervised Learning
- Clustering Techniques
- K-Means Clustering
- Hierarchical Clustering
- Dimensionality Reduction
- PCA & LDA
- Difference between PCA & LDA
Week 9: Advanced Machine Learning Techniques
- Cross Validation Techniques
- Grid Search & Hyperparameter Tuning
- Ensembling Techniques
- Model Validation Techniques
- Model Explanation & Interpretation
Career Benefits
- Work as Machine Learning Engineer, Data Scientist, AI Specialist
- Hands-on exposure to real-time projects
- High-demand skillset for Indian & Global IT Markets