Data Science- Microsoft -B3

Data Science- Microsoft -B3

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Course curriculum

1

Chapter 1. Introduction Python - Pre - Learning Session
- 1.1 Python Intro and Installation
- 1.2 Basic python and datatype
- 1.3 Basic,Number,string
- 1.4 Data types
2

Chapter 2. Control flow
- 2.1 If else conditions
- 2.2 While & for loop conditions
3

Chapter 3. Exception Handling
- 3.1 Exception Handling
4

Chapter 4. Functions
- 4.1 Functions
5

Chapter 5. OOPS
- 5.1 CLASSES
- .2 OOP
6

Chapter 6.Deep Learning
- 6.1 Logistic Regression vs DL
- 6.2 TesorFlow and Keras
7

Chapter 7. Libraries
- 7.1 Introduction to Libraries
- 7.2 Library Introduction
- 7.3 Matplolib
- 7.4 Numpy
- 7.5 Pandas
8

Chapter 8 . Mathematics
- 8.1 Data
- 8.2 Linear Algebra
- 8.3 Statistics
- 8.4 Stats - Probs
9

Chapter 9. Intro to Probability & DV
- 9.1 Introduction to Probability, Statistics & SQL
- 9.2 Data Visualization with Tableau
- 9.3 LSTM
10

Chapter 10. Machine Learning Models
- 10.1 Clustering
- 10.1 Clustering PPT
- 10.2 Evaluation Metrics
- 10.3 Logistic Regression - Feature Regression
- 10.3 Logistic Regression
- 10.4 Simple Linear regression
- 10.5 Multiple Linear regression
11

Microsoft Content-Azure AI Fundamentals (AI-900)
- 01_Introduction
12

M01_Azure AI Fundamentals
- M01_Fundamentals
- M01_ResponsibleAI
- M01_ResponsibleAI
- M01_AzureAIFundamentals
13

M02_Azure ML
- M02_ML
14

M03_AzureCV
- M03_AnalyzeImageswithCV
- M03_AnalyzeImageswithCV
- M03_ClassifyImageswithCV
- M03_ClassifyImageswithCV
- M03_DetectandAnalyzeFace withFaceservice
- M03_DetectandAnalyzeFace withFaceservice
15

M04_AzureNLP
- M04_AzureBot
- M04_Conversational Language Understanding
- M04_NLP
- M04_RecognizeandSynthesizeSpeech
- M04_TranslateTextandSpeech
16

M05_AzureKnowledgeMining
- M05_KnowledgeMining
17

Extra Content for AI 900
- 1 Artificial Intelligence Workloads and Considerations
- 2- Fundamental Principles of Machine Learning on Azure
- 3. Features of Computer Vision Workloads on Azure
- 4.Features of Natural Language Processing (NLP) Workloads
- 5.Features of Conversational AI Workloads on Azure
18

Live Session Meeting Links
- Session-1- Sep 2, 2022 07:00 PM
- Session 2-Sep 3, 2022 07:00 PM
- Session-3- Sep 4, 2022 05:00 PM
- SESSION-4- Sep 5, 2022 07:00 PM
- Internship Orientation Meeting- Oct 12, 2022 07:30 PM
- DS -Internship Project- ChatBot- Meering Links
19

Live Session Recordings
- SESSION-1
- SESSION-2
- SESSION-3
- SESSION-4
- Orientation Meeting Recordings
- Internship Project Live Session
20

ChatBot - Internship Project
- ChatBot with DialogFlow - Theory
- ChatBot with DialogFlow - Code
- ChatBot - Code
- Test.qa
- Train.qa
21

Internship project Submission instructions
- Internship Project Submissions