The Implementation Methodology is based upon Enterprise Project Methodology with special attention to the capabilities that Ab Initio software provides for complex and/or data intensive applications and systems. This methodology has been built on various experiences utilizing Ab Initio software. Just as the functionality of Ab Initio software is ever expanding in meeting (and often exceeding) market need, so too does Ab Initio methodology.
Machine Learning Online Training 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
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Machine Learning online training institute address : B1, 3rd Floor, Eureka Court, Near Image Hospital,Ameerpet, Hyderabad, India
