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Two days Workshop on Data Analytics 2020, St Peters Institute of Higher Education and Research, Two Days Workshop, Chennai, Tamil Nadu, 19th - 20th March 2020
- Category: Two Days Workshop
- Start Date: 19th March 2020
- End Date: 20th March 2020
- Organiser: St Peters Institute of Higher Education and Research
- City: Chennai
- State: Tamil Nadu
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Description
Workshop on Data Analytics
Events
Session 1: Introduction to Machine Learning
Supervised learning
Unsupervised learning
Reinforcement learning
Machine learning using python
Machine learning using matlab
ML in local machine vs ML in cloud
Session 2: Introduction to Mathematical concepts and setup installation
White paper training for ML Algorithms
Package installation
Installing using distribution package tools
Installing using python installer
Installing from source
Setting up python environment
Scipy
Session3: Python- Hands on
Introduction to Python
Working with Variables in Python
Python's Lists & Tuples
Creating Python Functions
Modules & Packages installation
Session 4: Machine learning algorithms-Hands on
Linear regression with one variable
Linear regression with two variable
Naive Bayes classification
Coding with python(without packages)
Coding with python (with packages)
Session 5: Data Manipulation and visualization
real time data gathering
Visualizing the data using 2D models
Visualizing the data using 3D models
Overview of neural networks
Experimenting ML with Google platform for Intelligence vehicle
Technology(if camera is availed)
Session 6: K-Nearest Neighbours
K Nearest Neighbors Classification
K Nearest Neighbors Decision Boundary Value of 'K' Affects Decision Boundary
Measurement of Distance in KNN
- Euclidean Distance -Euclidean Distance (L2 Distance)
- Manhattan Distance (L1 or City Block Distance)
Scale is Important for Distance Measurement (Feature Scaling)
Comparison of Feature Scaling Methods
Feature Scaling: The Syntax
Multiclass KNN Decision Boundary
Regression with KNN
Characteristics of a KNN Model
K Nearest Neighbors: The Syntax
Session 7 : Model Generation For Medical Dataset
K Value Affects Decision Boundary
Choosing Between Different Complexities
How Well Does the Model Generalize?
Under fitting vs Over fitting
Bias—Variance Trade-off - Training and Test Splits
Using Training and Test Data
Fitting Training and Test Data
Train and Test Splitting: The Syntax
Beyond a Single Test Set: Cross Validation (Training split, Test Split etc.)
Model Complexity vs Error - Cross Validation
Departments
How to reach St Peters Institute of Higher Education and Research, Chennai
Avadi, Chennai-600 054, Tamil Nadu.
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