AI Short Term Course
November 12, 2019 2020-08-24 3:19AI Short Term Course
AI Short Term Course
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Introduction to the Course
- Getting a clear idea about Machine Learning, Deep Learning, and Artificial Intelligence
- What is Machine Learning and Application?
- What is Deep Learning and Application?
- What is computer Vision and Application?
- What is Natural Language Processing and Application?
- What is Artificial Intelligence and Application?
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Python Crash Course
- What is Programming Language and Why?
- Why Python?
- What is Virtual Environment and Advantage of using it?
- Anaconda for python and types of IDE
- Operating system: Windows and Ubuntu
- Installing Anaconda
- Setting up Virtual Environment for hands on
- Installing Python Library
- Python for Data Analysis Library (i) NumPy (ii) Pandas (iii) Sci-Kit Learn
- Python for Data Visualization Library (i) Matplotlib (ii) Seaborn
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Data Preprocessing
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Data Science Using Python
Python for Data Analysis Library
- Types of Analytics
- Population and Sample
- Central Tendency Theorem
- Types of Variable
- Standard Deviation
- Probability Density Function (PDF)
- Cumulative Density Function (CDF)
- Normal Distribution Function (NDF)
- Correlation
- Co-linearity
- Variance of Inflation Factor
- Sum of Square Error
- Sum of Square Regression
- Sum of Square Total
- R-Square
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Regression
Supervised learning
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Classification
Supervised learning
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Clustering
Unsupervised learning
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Web Development
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sakthidevi
Best Faculty
Hands-on training & best faculty. Thank you AICL for the AI Training