Microsoft AI

Microsoft AI

Python Programming:
Practical Component: Hardware requirement:

• i5 Processor, 8GB RAM, Internet Connection Software Environment:
• IDE recommended PYCHARM (Recommended), JUPYTER, VISUAL STUDIO
  • Python Program to Reverse a Given Number and compare it to the original number
  • Python Program to Read a Number n and Print the Natural Numbers
  • Python Program to Determine all Pythagorean Triplets in the Range .
  • Python Program to Check if a Number is an Armstrong Number

MACHINE LEARNING:
Practical Component: Hardware requirement:

• i5 Processor, 8GB RAM, Internet Connection Software Environment:
• IDE recommended PYCHARM (Recommended), JUPYTER, VISUAL STUDIO
  • Introduction to pandas
  • Introduction to NumPy
  • Wine Quality Prediction
  • Housing Price Prediction
  • Air Quality Prediction
  • Bank Marketing
  • Liver Disease Prediction
  • Heart Disease Prediction
  • Credit Default Prediction
  • Car Price Prediction
  • Online Retail Case Study
  • Airline Passengers Prediction
  • Energy Efficiency Analysis
  • Stock Price Prediction
  • Car Evaluation
  • Movie Sentiment Analysis

DEEP LEARNING:
Practical Component:


• Hardware requirement:
  • CPU RAM: 32 GB RAM+ Software Environment:
  • OS - Ubuntu 16x
  • Nvidia CUDA Version - 10.0 Python 2.7.15 and 3.4+
  • nvidia-smi (verifiable by typing nvidia-smi in terminal and checking for GPU memory and running process-information)
  • Following Python packages:
    • Numpy version 1.15.4
    • Tensorflow version 1.12.0
    • Keras version 2.2.4
    • sklearn 0.19.2
    • Opencv (cv2 package) - version 3.4