IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) offered by TimesPro
4.0 /5- Private Institute
- Estd. 2013
IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Overview
Duration | 10 months |
Total fee | ₹2.00 Lakh |
Mode of learning | Online |
Difficulty level | Intermediate |
Official Website | Go to Website  |
Credential | Certificate |
IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Highlights
- Earn a PG certificate from IIT Roorkee
- Live online teaching by IIT faculty, industry experts
- *Easy EMI payment option available
- 5-day immersion program at IIT-Roorkee Saharanpur campus
- Hackathons to solve real business problems and 10+ high impact projects
- Practical hands-on learning with 360-degree career support
IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Course details
- The program is designed for working professionals seeking a career change into data science or machine learning, or those who want to enhance their capabilities in their current roles
- Understand about the foundations of Data Science
- Work hands-on with Data Science Libraries like NumPy, Pandas, Matplotlib, Sklearn, Tensorflow
- Work hands-on with different Machine Learning and Deep Learning techniques for model training
- Build image processing and NLP models
- Work with Apache Spark and Apache Hive
- Post Graduate Certificate Program in Data Science & Machine Learning (PGCP-DSML) is an 10 months Data Science and Machine Learning (DS&ML) course from IIT Roorkee with live instructor-led sessions by top IIT faculty and industry experts
- This DS & ML online course is specially designed for working professionals with weekend classes to impart learning in data science, artificial intelligence, machine learning, and other related technologies.
- Class Timings: Weekends Saturday & Sunday - 4:00 p.m. to 6:00 p.m
IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Curriculum
Module 1: Foundation Course for DS
Emerging Technologies and AI
Understanding Data Science and AI
Generative AI
Module 2: Essential Mathematics for DS and ML
Getting Started with Python
Data Structures in python, loops and control structures
Functional programming in python, creating UDF's
Linear Algebra with NumPy and SciPy
Data Pre-Processing using Pandas
Generating plots with matplotlib
Module 3: Python for DS
Descriptive Statistics
Foundations of Probability
Probability Distributions
Inferential Statistics
ANOVA and hypothesis testing
Module 4: Statistical Thinking
Sourcing Data from Different Sources
Data Wrangling
Cleaning Date and Text Columns
Exploratory Data Analysis
Working with SQL
Data Visualisation using Tableau
Module 5: Exploratory Data Analysis and Data Visualisation
Linear Algebra
Calculus
Numerical Optimisation
Module 6: Machine Learning and Algorithms
Python ML Library - Scikit Learn
Introduction to ML- Types of Learning
Linear Regression
Logistic Regression
k Nearest Neighbors
Unsupervised Learning : Clustering & Dimensionality Reduction
Decision Trees
Support Vector Machines
Recommender System
Hands-on Case Studies for ML
Module 7: Text Analytics
Text Analytics Overview
Sentiment Analysis on Text Data
Naïve-Bayes Model for Sentiment Classification
Document Summarisation
Topic Modelling
Hands-on Practice
Module 8: Advanced Machine Learning Concepts
Hyper Parameter Tuning
Overfitting and Regularisation
Ensemble Models
Gradient Descent and Stochastic Gradient Descent Algorithms
Gradient Boosting Machines
Feature Engineering & Feature Selection Techniques
Time Series Forecasting
Module 9: Programming with TensorFlow
TensorFlow Overview
TensorFlow 1.X Programming Model
Tensors
Computational Graphs
Sessions
Linear Algebra with TensorFlow
TensorFlow 2.0
Hands-on Exercises with TF 1.x & TF2.0
Module 10: Introduction to Perceptron
Perceptron Training
Deep Neural Networks
Keras API : Neural Networks
Specialisations
Computer Vision & Image Recognition
Speech Recognition
Data Engineering
Capstone Project
IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Faculty details
IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Placements
Top Recruiters for TimesProIIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Entry Requirements
- 50%
Candidates must have passed Bachelors degree with mentioned marks from a recognized institute or university.
- Minimum: 12 months
Candidate must have one year of experience preferably in software domain.
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IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Students Ratings & Reviews
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IIT Roorkee - Post Graduate Certificate Program in Data Science & Machine Learning (Online) at TimesPro Contact Information
18th floor, F Wing, Lotus Corporate Park, Off Western Express Highway
Mumbai ( Maharashtra)