Welcome to Nakshatra Software Training
Machine Learning Training Institute in Hyderabad
Course Duration : 60 Hrs
Machine Learning Course Content
Week 1
Introduction to Python Programming Language
- Lists
- Sets
- Tuples
- Dictionaries
Week 2
Introduction to Python for Data Science
- Numpy
- Pandas
- Advanced Pandas Tricks
- Exploratory Data Analysis
- Data Cleaning
- Data Preparation
Week 3
Introduction to Data Analysis
- Groupby
- Aggregate Functions
- Lambas
- Functions
- Classes
- Definitions
- Filter
- Matrices
- Queries
- Data Frame Operations
Week 4
Introduction to Data Visualization
- Introduction to Pandas for Plotting
- Types of Charts
- Univariate Analysis
- Bivariate Analysis
- Multivariate Analysis
- Matplotlib
- Seaborn
- Plotly
- Animated Data Visualizations
- Geo Spatial Data Visualizations
- Creating Dashboards in Python
Week 5
Introduction to Data Preprocessing
- Feature Engineering
- Feature Extraction
- Feature Selection Strategies
- Types of Feature Selection
- Correlation
- Heatmaps
- Data Preparation
- Data Manipulation
Week 6
Introduction to Machine Learning
- Introduction to Types of Machine Learning
- Supervised Learning Techniques
- Regression Analysis
- Linear Regression
- Lasso Regression
- Ridge Regression
- Elastic Net Regression
- Metrics for Regression
Week 7
Introduction to Classification Algorithms
- Logistic Regression
- Decision Trees
- Random Forests
- K Nearest Neighbors
- Support Vector Machines
- Naive Bayes Theorem
- Ada Boost
- Metrics for Classification
Week 8
Introduction to Unsupervised Learning
- Types of Clustering Techniques
- K-Means Clustering
- Hierarchial Clustering
- Dimensionality Reduction Techniques
- PCA
- LDA
- Difference between LDA and PCA
Week 9
Introduction to Advanced Machine Learning Tricks
- Cross Validation Techniques
- Grid Search
- Hyper Parameter Tuning
- Ensembling Techniques
- Model Validation Techniques
- Model Explanation