Python

Level 4

Students can have an insight on how the programming world works and get familiar with the concepts of coding using Python language. With the fundamental knowledge and concept learned in Beginners and Intermediate Level, student can explore to real programming idea on how the application and various system built. For Advanced level, student will unlock the power of Python on creation of user-friendly graphical interfaces in this hands-on course, with real-world IT industry questions. Whether you’re a beginner or an intermediate Python enthusiast, this course is designed to elevate your programming / coding skills to the next level.

Objectives

  • Study different modules for Machine Learning and Artificial Intelligence (AI).
  • Learn to differentiate various framework in Python.
  • Learn to develop basic Machine Learning using trained model and interpret the output accordingly.
  • Gain foundational knowledge of Artificial Intelligence (AI).

Course Info

Platform used:
Python Editor

Lessons:
24 lessons

Duration:
12 months, 24 weeks

Skills:

  • Understand Data Analysis and Machine Learning using various modules
  • Learn how to apply framework into Python’s project
  • Interpret Machine Learning framework and AI project’s output accordingly

Lesson Plan – Expert (Basics of Artificial Intelligence)

*Each Lesson might take 2 classes to complete. Estimated Duration: 36 weeks + Final Project (TBD)

No Lesson
1 Introduction to Data Analysis
2 Data Manipulation with Pandas
3 Basic Statistics with Pandas Library
4 Data Handling and Pre processing
5 Data Handling and Pre processing
6 Visualization with Matplotlib
7 Advanced Visualization Method
8 Exploratory Data Analysis (EDA)
9 Real World Data Analysis
10 Introduction to Machine Learning
11 Regression Models
12 Classification Models
13 Introduction to Clustering of Data
14 Introduction to Neural Networks
15 Application of Neural Networks
16 Introduction to Artificial Intelligence
17 AI with OpenAI API
18 Working on Real Datasets
19-24 Final Project – AI-powered data analysis and Prediction System

 

Estimated Duration: 36 weeks + 8 weeks for final project

*For final project, students will be provided with the project requirements and objectives to develop a real world application with integration of Machine Learning framework and Artificial Intelligence technology.

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