Welcome to Nakshatra Software Training
Machine Learning Online Training
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
We are providing Machine Learning Online Training in Ameerpet Hyderabad. We are one of best Institute to provide Best High Quality Machine Learning online training all over India. If you are staying in Hyderabad, Bangalore, Chennai, Pune, Delhi, USA, UK, Australia, Singapore etc. and unable to attend regular class room training programs then contact our training institute for information on online training. For more details on Machine Learning Online Training please call to 9290971883 / 9247461324 or drop a mail to nakshatraonlinetraining@gmail.com
Machine Learning online training institute address : B1, 3rd Floor, Eureka Court, Near Image Hospital, Ameerpet, Hyderabad, India