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SHORT TERM COURSE on Artificial Intelligence Machine Learning & Deep Learning using Python for Beginners
Dates for Course: 15th November 2021- 24th November 2021.
Course Content:
Introduction: Getting Started, Keywords and Identifiers, Python Operators, Python Namespace, Python I/O and import, Statements & Comments, Python Variables, Python Datatypes, Python Type Conversion, Python Flow Control: Python if…else, Python for Loop, Python while Loop Python break and continue, Python Pass.
Python Functions: Python Functions, Function Argument, Python Recursion, Anonymous Function, Global, Local and Non-local, Python Global Keyword, Python Modules, Python Package.
Python Files: Python File Operation, Python Directory, Python Exception, Python Exception Handling, Python User-Defined Exception.
Python Object & Class: Python OOP, Python Class, Python Inheritance, Python Operator Overloading.
Python Advanced Topics: PythonIterator, Python Generator, Python Closure, Python Decorators, Python Property, Python Reg Ex, Python Example. ANN, Back Propagation, RNN, Types of RNN, Deep RNN and Bidirectional LSTM.
Softwares: Jupiter Notebooks, Anaconda, Tensorflow, CUDA.
Packages: Pandas, Numpy, and Matplotlib.
Artificial Learning: Artificial Narrow Intelligence, Artificial General Intelligence, Artificial Super Intelligence, Challeges and Opportunities in Artificial Intelligence.
Machine Learning: Supervised, Un-Supervised, Reinforcement learning, Challeges and Opportunities in Macchine Learning.
Supervised: Regression, Classification.
Un-Supervised: Clustering, Association.
Deep Learning: Conventional Neural Networks, Recursive Neural Networks, Generative Adversarial Networks, Deep Natural Language Processing, Real-Time Projects and case studies will be discussed course.
Objectives: Upon the completion of the STC the participants/trainee can understand/gain knowledge in solving the real-world problems in AI, ML and DL.
Resource Persons: The Sessions will be handled by experts From IITs/NITs/Cental Universities/Software Industry day wise recordings will be provided.
E-Certificate: Participants will get an e-certificate upon completion of the STC course.
