IIM Kashipur - IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning offered by TimesPro
- Private Institute
- Estd. 2013
IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning at TimesPro Overview
Duration | 12 months |
Total fee | ₹2.05 Lakh |
Mode of learning | Online |
Credential | Certificate |
IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning at TimesPro Highlights
- Earn a Certificate and Executive Alumni status from IIM Kashipur
- Course is taught using open-source platform – Python
- Campus immersion module of 4 days at IIM Kashipur
- Pedagogy is blended with assignments, quizzes, and a capstone project
- Gain expertise on Numpy, Pandas, Matplotlib, Scikit-learn, Tensorflow, Keras, and NTLK
IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning at TimesPro Course details
- For Engineers, Marketing & Sales Professionals, Domain Experts, and Software & IT Professionals
- For business and data analysts and mid-stage professionals looking to upskill or transition into the field of data science
- For professionals with a background in mathematics, statistics, and engineering are preferred
- Equip learners with a clear understanding of ML and DL concepts
- Familiarise students with advanced ML and DL programming, tools, and techniques
- Demonstrate how ML and DL can be applied to resolve business problems
- Upskill or transition successfully into the field of data science
- This advanced programme is intended to equip the participants with a clear understanding and differentiation between AI and ML concepts frequently used in the industry
- This programme will introduce and demonstrate to the participants, Machine Learning and Deep Learning concepts in various business applications
- This programme will use open-source platform, Python, to demonstrate and help participants learn about the new tech components
- Class Schedule: Saturday (09:00 a.m. to 12:00 p.m)
IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning at TimesPro Curriculum
Conceptual Foundations
Introduction to Machine Learning and Deep Learning
Mathematical Foundations for Machine Learning & Deep Learning
Statistical Foundations
Machine Learning Foundations
Introduction to Python
Visual Exploratory & Descriptive Analytics
Descriptive Analytics
Inferential Analytics
Foundations of Inferential Analytics
Automated Data Collection
Automated Data Collection Using Python
Predictive Analytics Supervised Machine Learning – Regression
Business Context: Prediction
Machine Learning Context: Linear Regression
Time Series Forecasting
Business Context: Forecasting
Machine Learning Context: Forecasting
Business Context: Prediction
Machine Learning Context: Regression
Supervised Machine Learning – Classification
Business Context: Prediction
Machine Learning Context: Classification
Advanced Machine Learning Techniques
Business Context: Prediction
Machine Learning Context: Ensemble Methods
Unsupervised Machine Learning
Business Context: Segmentation
Machine Learning Context: Clustering
Recommendation Systems
Business Context: Market Basket Analysis & Recommendations
Machine Learning Context: Recommender System
Deep Learning – Foundations
Deep Learning Introduction
Introduction to Tensors
Deep Learning – Architecture & Applications
Network Architecture
Deep Learning for Regression
Deep Learning for Classification
Deep Learning – Recurrent Neural Networks
Recurrent Neural Networks
Recurrent Neural Networks
Deep Learning – Convolutional Neural Networks – Computer Vision
Convolutional Neural Networks
Text Analytics Using Machine Learning & Deep Learning
Business Context: Learning from Text Data
Machine Learning Context: Text Analytics
Business Context: Text Analytics Application
Machine Learning Context: Supervised Learning
Machine Learning Context: Unsupervised Learning
Web-Services For Machine Learning
Web-Services for Machine Learning
Ethical Issues and Governance an AI
Ethical Issues and Governance an AI
Generative Adversarial Networks
Introduction to GAN
Reinforcement Learning
Introduction to RL
Capstone Project
Student Project Presentations
IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning at TimesPro Faculty details
IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning at TimesPro Entry Requirements
- Education: Graduation or Post Graduation from any recognised University
- Knowledge of Statistics and Mathematics at the high school level is preferred
- Experience: A minimum 2 years of work experience
- Proficiency in English, spoken and written, is mandatory
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IIM Kashipur - Post Graduate Certificate Programme in Machine Learning & Deep Learning at TimesPro Contact Information
18th floor, F Wing, Lotus Corporate Park, Off Western Express Highway
Mumbai ( Maharashtra)