IIM Kashipur - IIM Kashipur - Post Graduate Certificate Programme in AI and Machine Learning
- Offered byNulearn
IIM Kashipur - Post Graduate Certificate Programme in AI and Machine Learning at Nulearn Overview
Duration | 12 months |
Total fee | ₹1.60 Lakh |
Mode of learning | Online |
Difficulty level | Intermediate |
Credential | Certificate |
IIM Kashipur - Post Graduate Certificate Programme in AI and Machine Learning at Nulearn Highlights
- Earn a certificate of completion and alumni status from IIM Kashipur.
- Experiential learning in AI & ML through Industry relevant curriculum, hands-on exposure on Tools and Capstone Project.
- *Easy EMI payment option available
- Live online interactive classes and 5 Days campus visit at IIM Kashipur for blended learning.
- 30 Hours Tableau masterclass BY NULEARN
IIM Kashipur - Post Graduate Certificate Programme in AI and Machine Learning at Nulearn Course details
- Bachelor's Degree or Equivalent from a recognized university in any discipline.
- 2 Years Masters Degree or Equivalent from a recognized university in any discipline.
- One-Year corporate experience is preferable.
- To help participants understand AI foundations and machine learning concepts.
- To help participants use R & Python software to implement machine learning concepts.
- To help participants learn to generate insights from real world data.
- To help participants appreciate the importance of data-driven decision-making in the organizational context.
- Tools to be used -R, Python and Tableau
- Experiential Learning
- Masterclasses by Industry Experts
- Capstone Project
- Certificate of completion/ participation
- Career assistance program in association with IIM Jobs
- The philosophy of this program is to introduce participants to the world of AI and machine learning. This program is intended to equip the participants with a clear understanding of the major AI and machine learning concepts frequently used in the industry to generate insights from data, and to enable the participants to apply the freely available computational tools to use these concepts on their own.
- This program will follow a structure of simultaneously discussing the machine learning concepts, demonstrating how to implement these concepts using hands on tutorials, and identifying the key business/ managerial insights that can be generated from these exercises.
IIM Kashipur - Post Graduate Certificate Programme in AI and Machine Learning at Nulearn Curriculum
Introduction to AI and Machine Learning
AI Introduction
Business Analytics and Machine Learning
Introduction to R
Introduction to Python
Statistical Methods in Business Analytics
Probability and Random Variables
Descriptive Analytics
Inferential Analytics
Data Driven Decision-Making
AI -Supervised Machine Learning & Applications - Part I
Causal Inference
Building Statistical Models
Dimensionality Reduction Techniques
Regression Techniques
Time Series and Forecasting Techniques
AI - Supervised Machine Learning & Applications - Part II
Classification Techniques
Evaluating Classification Models
Ensemble Techniques
AI - Unsupervised Machine Learning & Applications
Clustering Techniques
Clustering Concepts
AI - Machine Learning Techniques for Text Data
Text Analytics Process & Applications
Building Corpus
Corpus Pre-Processing
Sentiment Analysis
Topic Modelling
Text Clustering
AI -Deep Learning & Applications - Part I
Introduction to Neural Networks
Tensors & Tensor Operations
TensorFlow & Keras
Deep learning & Anatomy of Neural Networks
Recurrent Neural Networks
AI -Deep Learning & Applications - Part II
Convolutional Neural Networks
Image Analytics
Computer Vision
Natural Language Processing
Capstone Project
Capstone Project
Capstone Project Review
Capstone Project Presentations
Synthesis
30 Hrs. Tableau Masterclass by Nulearn
Introduction
Basic Charts
Advanced Charts - I
Advanced Charts - II
Customizing Charts
IIM Kashipur - Post Graduate Certificate Programme in AI and Machine Learning at Nulearn Faculty details
IIM Kashipur - Post Graduate Certificate Programme in AI and Machine Learning at Nulearn Entry Requirements
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