AI and Machine Learning Unleashed - an Immersive Month Long Program
AI AND MACHINE LEARNING SERIES
AI (Artificial Intelligence) powered by Machine Learning (ML) techniques promises to the next disruption in the technology landscape with effect on every one of us. Most importantly it is turning out to be a key skill necessary for next generation work. So every one of you need to be prepared for tackling this urgent market need.
About AI
We from Tarah.AI are bringing a two part series of immersive deep dive hands on training on AI and ML from world renowned experts in AI to help demystify the concepts and prepare you for a ready skill to be job ready in the market. First part will cover basics of AI , appplications of AI and Machine learning techniques. Second part will top it up with Deep Learning concepts and applications
How improves Artifitial Inteligence
The scope of AI is disputed: as machines become increasingly capable, tasks considered as requiring "intelligence" are often removed from the definition, a phenomenon known as the AI effect, leading to the quip, "AI is whatever hasn't been done yet.
So how does AI work?
TOC
- What is AI?
- What are the concepts in AI?
- Practical Case studies of AI?
- Underlying technologies in AI
- What is Machine Learning?
- Types of Machine Learning.
- Broad Overview of Use Cases of Machine Learning.
Machine Learning Prerequisites
- Linear Algebra in a nutshell
- Probability and Statistics
- Python Programming basics with
- Data Frames
- Data Manipulation with pandas
- Data Visualization with Seaborn and Matplotilb
Unsupervised Machine Learning with Hands on Examples
- Clustering
- K Means Clustering
- Hierarchical Clustering
- Association Rule Mining
- Recommendation Systems
- Network Analysis
- Principal Component Analysis
Machine Learning
Advanced Machine learning
Data Science With R
Data Analytics With Python
Social Network Analytics
Text Analytics With Practical Applications