Full stack machine learning and artificial intelligence at Jigsaw Academy Overview
Duration | 16 hours |
Mode of learning | Online |
Schedule type | Self paced |
Difficulty level | Intermediate |
Credential | Certificate |
Full stack machine learning and artificial intelligence at Jigsaw Academy Highlights
- 100% Online-Start instantly and learn at your own schedule.
- Placement Support
- Case Studies & Capstone Project
- Experienced Faculty & Technical Support
Full stack machine learning and artificial intelligence at Jigsaw Academy Course details
- IBM Certification
- Placement Support
- Capstone Project
- Online Classes
- Online Q&A Sessions
- Faculty & Technical Support
- Mobile App Access
- Case Studies
- This program offers comprehensive learning in applying Machine Learning, Deep Learning and Artificial Intelligence techniques to both structured and unstructured data including text, images, audio and video data. The course provides a substantial intuition of the mathematics behind each of these algorithms, as well as business applications in AI using real life case studies.
Full stack machine learning and artificial intelligence at Jigsaw Academy Curriculum
Introduction to Machine Learning & Python for Machine Learning
Introduction to Machine Learning
Introduction to Python
Introduction to Pandas
Data Manipulation with Pandas
Visualization in Python: MatplotLib
IBM: Python for Data Science
Case Study - Software Product
Feature Engineering for Structured Data
Introduction
Quiz
Feature Engineering for Unstructured Data
Introduction
Quiz
Linear Models
Introduction to Linear Regression
Logistic Regression
Quiz
Ensemble Models
Tree Based Regression and Classifier
Random Forest and Gradient Boosted Machines
Case Study - Prices of AirBnB Properties in Amsterdam
Quiz
Recommendation Engines
Memory Based Engines
Model Based Engines: Singular-Value Decomposition (SVD) & Non-Negative Matrix Factorization (NMF)
Quiz
Clustering
K ? Means
Agglomerative Clustering
Case Study - Image Classification (Retail Data)
Quiz
Deep Learning Algorithms
Neural Networks
Convolutional Neural Network
Recurring Neural Networks (RNN) and Long Short-Term Memory (LSTM)
IBM Content - Tensor Flow
Case Study - OCR to Detect Regional Languages
Quiz
Introduction to Artificial Intelligence
Intuitive Examples of AI Applications
How is AI different from ML and DL?
Foundations and History of AI
Different AI categories
Introduction to Blockchain
What is BlockChain?
Demystifying Cryptocurrency and Smart Contracts
Use Cases Driven by Block chain
Capstone Projects
Case Study - Machine Learning Model to Identify Promising Project Proposals
Case Study - Direct Marketing Business
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Full stack machine learning and artificial intelligence at Jigsaw Academy Contact Information
No. 308, Third Floor, 100ft Main Road, 1st Stage,
Landmark: Above Domino’s Pizza
Bangalore ( Karnataka)
(For general query)
(For admission query)
(For general query)
(For admission query)