- Home
- Chennai
- St Peters Institute of Higher Education and Research Events
- Two days Workshop on Data Analytics 2020
Two days Workshop on Data Analytics 2020, St Peters Institute of Higher Education and Research, Chennai, Tamil Nadu, 19th - 20th March 2020
View Event Website
- Event Type:
- Venue/Offline Mode
- Start Date :
- 19th March 2020
- End Date :
- 20th March 2020
- Location :
- Chennai, Tamil Nadu
- Organizer :
- St Peters Institute of Higher Education and Research
- Category :
- Two Days Workshop
About Event
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:
CSE ECE IT BioTechnology MBA MCA BioMedicalHow to reach St Peters Institute of Higher Education and Research, Chennai
Avadi, Chennai-600 054, Tamil Nadu.
Related Links:
Two days Workshop on Data Analytics 2020 St Peters Institute of Higher Education and Research Chennai Tamil Nadu March 2020 Workshops Workshops in Chennai 2020 Workshops in Tamil NaduFeatured Events
-
Artificial Intelligence Workshop 2024
11th May 2024
-
IoT using Python and Raspberry Pi Workshop 2024
11th May 2024
-
Data Science and Data Visualization using Python Workshop 2024
12th May 2024
-
Deep Learning Workshop 2024
12th May 2024
-
Dot Net Workshop 2024
18th May 2024
-
Python Programming Workshop 2024
19th May 2024
-
Hardware Product Development 2024
25th May 2024
-
Raspberry Pi with Node-red Workshop 2024
25th May 2024
-
WEB (Website) Development Workshop 2024
26th May 2024
-
International Conference on Advancements in Science, Engineering and Management ICASEM 2024
30th May 2024
-
Two Days Online Workshop on Python Programming with Industrial Perspective 2024
2nd Jun 2024