Course Name: Automation With Transformer Based AI API
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Course Duration: 160 Hours/20 Weeks
Starting Date: 25 March 2023
About This Course:
Part 1: PROGRAMMING LANGUAGE: PYTHON
Part 2: REST API WITH PYTHON
Part 3: DATA SCIENCE WITH PYTHON
Part 4: MACHINE LEARNING WITH PYTHON
Part 5: DEEP LEARNING WITH PYTHON
Part 6: ROBOTIC PROCESS AUTOMATION WITH PYTHON
Part 7: AUTOMATION WITH TRANSFORMER BASED AI Chatbot
Course Index:
Course Introduction:
Part 1: PROGRAMMING LANGUAGE: PYTHON
Module 1: Language Overview
> Why Python is popular on many areas?
> Big Data and Database Management
> Data Science and Analysis
> Machine Learning (ML:
> Artificial Intelligence (AI:
> Network Programming and System Automation
Module 2: Standard Data Types
> The Python Standard Library
> Built-in Functions and Modules
> Basic Operators and Type Casting
> Numeric Data Types and Functions
> String Data Type and Functions
Module 3: Flow Control,
> if-else
> For loop
> While loop
> break and continue statements
Module 4: Functions
> Function Definition
> Scope Rules
> Recursion
> Random Module Functions
Module 5: Lists and Tuples
> Immutable vs Mutable Types
> List and Tuple Functions
> Comparison
> Conversion
> Multi-dimensional Lists and Tuples
Module 6: Dictionaries
> Key and Value Pairs
> Dictionary Functions
> Sorting and Converting
Module 7: External Libraries
> Important Libraries
> How to Install and Import
> Examples
Module 8:Basic File Operations
> Open a File with r/w/a/b Modes
> File Operations
> File and Directory Methods
Module 9:Exception Handling
> Exception Types
> Multiple Exceptions
> try and except block
> Finally expression
Part 2: REST API With Python
Module 1: List Comprehension Lab
Module 2: What is Model Driven Automation
Module 3: What is HTTP ?
Module 4: How HTTP works ?
Module 5: What is Rest API
Module 6: What are API Data Formats?
Module 7: List Comprehension
Module 8: Parsing Public Colorado Population API With Python Lab
Module 9: Parsing News API With Python Lab
Module 10: Parsing NASA API With Python Lab
Module 11: Parsing Finance APIs With Python Lab
Module 12: Parsing Capital Cities JSON With Python Lab
Module 13: Parsing Star War JSON With Python Lab
Module 14: Parsing Game Of Thrones JSON With Python Lab
Module 15: Creating Custom API: Open Weather
Module 16: Webex API Chat Bot With Web Hook Lab
Module 17: Wolfram Alpha API
Module 18: Webex API Chat Bot With Wolfram Alpha API
Module 19: ChatterBot
Module 20: Webex API With ChatterBot
Part 3: DATA SCIENCE WITH PYTHON
Module 1: What is Data Science ?
Module 2: What is Artificial Intelligence ?
Module 3: The Relation Between Artificial Intelligence, Data Science, Machine Learning and Deep Learnig
Module 4: What Data Scientist Do ?
Module 5: Creating Data Frame From API and HTML With Pandas Lab
Module 6: Creating Data Frame From Python Data Types With Pandas Lab
Module 7: Creating Data Frames from JSON With Pandas Lab
Module 8: Creating Data Frame From TXT With Pandas Lab
Module 9: Sorting Values At Data Frames With Pandas Lab
Module 10: Create Excel With Openpyxl With Pandas Lab
Module 11: Creating Data Frame From Excel and Clipboard With Pandas Lab
Module 12 Creating Data Frames From CSV With Skip Rows Functions At Pandas Lab
Module 13: Salaries Dataset Part 1 Set Index, Drop, NA Values Functions at Pandas Lab
Module 14: Salaries Dataset Part 2 Making Querries With Pandas Lab
Module 15: Salaries Dataset Part 3 Making Multiple Querries-Locate With Pandas Lab
Bonus Module: Rename & Replace DataFrames
Module 16: Pandas DataFrame Append, Concat, Transpose Lab
Module 17: Pandas Nunique Lab
Module 18: Copy Sheet-Delete Row & Columns at Excel With Openpyxl Lab
Module 19: Seperate & Save Sheets As New WorkBooks at Excel With Xlwing Lab
Module 20: Merge & Seperate Workbooks into New Workbooks at Excel With Openpyxl Lab
Module 21: Heart Attack Analysis Part 1 Intro
Module 22: Heart Attack Analysis Part 2 Value Counts With Pandas Lab
Module 23: Heart Attack Analysis Part 3 Features (Value Count & Nunique: With Pandas Lab
Module 24: Heart Attack Analysis Part 4 Group By With Pandas Lab
Module 25: Heart Attack Analysis Part 5 Cut with Pandas Lab
Module 26: Video IMDB Top 250 HTML Parsing Lab With Pandas and Beautiful Soup Lab
Module 27: Lambda Lab
Module 28: Numpy Intro
Module 29: Mean, Variance, Sigma Lab
Module 30: Median Lab
Module 31: Matplotlib 1 Data Visualization Lab
Module 32: Matplotlib 2 Subplots Lab
Module 33: Matplotlib 3 Subplots Pie Lab
Module 34: Matplotlib 4 Spanish Footbal Federation Lab
Module 35: Matplotlib 5 With Pandas Data Reader Lab
Module 36: Matplotlib 6 Customize Time Series Tata Global Lab
Module 37: Matplotlib 7 Customize Time Series Colorado Lab (rotation, indent, time format)
Module 38: Matplotlib 9 Random Walk Probability Lab
Module 39: Matplotlib 10 Random Multiple Walk Probability Lab
Module 40: Matplotlib 11 Birthday Probability Lab
Module 41: Matplotlib 12 Birthday Probability %50 Annotate Lab
Module 42: Matplotlib Bonus Scatter Lab
Module 43: Matplotlib Annotate & Arrowprops Lab
Bonus Lab 1: Advanced 3D Visualization With Matplotlib
Bonus Lab 2: Data Visualization With PyGoogleChart
Bonus Lab 3: Data Visualization With Plotly
Bonus Lab 4: Data Visualization With Dash
Module 44: Seaborn Lineplot Lab
Module 45: Advertisement Dataset Seaborn Scatterplot, Heatmap, Pairplot Lab
Module 46: Heart Attack Analysis Part 6 Seaborn Barplot Lab
Module 47: Heart Attack Analysis Part 7 Seaborn Catplot Lab
Module 48: Heart Attack Analysis Part 8 Seaborn Boxplot Lab
Module 49: Log File Management With Python Lab
Module 50: Object Oriented Programing Encapsulation
Module 51: Object Oriented Programing Inheritance
Module 52: Parsing Star Wars Episode 3 Scenario Lab
Module 53: Regular Expressions Parsing Words.txt file Lab
Module 54: Regular Expressions Kill Bill Phrase With regex101 Lab
Module 55: Regular Expressions Parsing Emails Lab
Module 56: Regular Expressions Split, Substitude, Findall Lab
Module 57: Socket Programming Part 1 Sending & Receiving Data Lab
Module 59: Socket Programming Part 2 Parsing Binary Data Lab
Bonus Lab: Multi-Threading With Socker Programming
Module 60: SQlite3 Introduction To SQlite3 Database Company Lab
Module 61: SQLite3 Harvard Movies Project Lab
Module 62: Netflix Dataset
Module 63: Spotify Dataset
Part 4: MACHINE LEARNING WITH PYTHON
Module 1: What is Machine Learning
Module 2: Machine Learning Methods
Module 3: Supervised Machine Learning Regression Introduction
Module 4: Advertisement Dataset Multiple Linear Regression
Module 5: Advertisement Dataset Polynomial Regression
Module 6: How to Save Data Model and Load
Module 7: Supervised Machine Learning Classification
Module 8: Using Standard Scaler Method For Scattered Distributed Data: Breast Cancer Dataset
Module 9: Label Encoder: Titanic Dataset
Module 10: Cross Validation
Module 11: Lasso
Module 12: KNN
Module 13: Unsupervised Machine Learning Models
Part 5: DEEP LEARNING WITH PYTHON
Module 1: Introduction To Deep Learning
Module 2: What is Neural Network ?
Module 3: What is Deep Nerural Network ?
Module 4: How to Design Deep Neural Network ?
Module 5 : Multi Layer Perceptron:
Module 6: Breast Cancer Dataset Prediction With MLP
Module 7: Artificial Neural Networks
Module 8: Desigining Deep Neural Network Tensorflow Play Ground
Module 9: Digit Detection With Artificial Neural Networks: Mnist Dataset
Module 10: Pima Indians Diabetics DataSet Simple Classification with ANN
Module 11: Breast Cancer Dataset Prediction With ANN
Module 12: Boston Houses Dataset Prediction With ANN
Module 13: One Hot Encoder: Iris Flower Dataset Multiple Classification With ANN
Module 14: Early Stop Callback
Module 15: Multiple Early Stop CallBacks
Module 16: Heart Attack Prediction With ANN & Multiple Early Stop CallBacks
Module 17: Convolutional Neural Networks
Module 18: Image Processing With Python
Module 19: Data Preprocessing & Data Modelling For Image Processing
Module 20: Digit Detection With Convolutional Neural Networks: Mnist Dataset
Module 21: Multiple Digit Detection With Convolutional Neural Networks
Module 22: Object Detection With Python
Module 23: Face Recognition With Python
Module 24: Pneumonia Prediction From X-Ray With Convolutional Neural Networks
Module 25: Lung Cancer Prediction From X-Ray With Convolutional Neural Networks
Module 26: Recurrent Neural Networks
Module 27: Stock Prediction With Long Short Term Recurrent Neural Networks
Bonus Lab: Natural Language Processing & Multiple Text Classification With Long Short Term Recurrent Neural Networks
Module 28: Creating Images from Text With Generative Adversarial Networks
Module 29: Generating Python Codes from Text With Transformer Model
Module 30: Generating Texts & Articles from Text With Transformer Model
Part 6: ROBOTIC PROCESS AUTOMATION WITH PYTHON
Module 1: Email With Python Part 1 smtplib & email.message Lab
Module 2: Email With Python Part 2 Yagmail Lab
Module 3: Email With Python Part 3 Attached Email with Email.Message Lab
Module 4: Email With Python Part 4 Time Scheduled Mail Lab
Module 5: Email With Python Part 5 Bitcoin Api Auto Alarm Management With Email Lab
Module 6: Email With Python Part 6 Email With Excel Lab
Module 7: Email With Python Part 7 Sending attached file as html in email Lab
Module 8: Email With Python Part 8 Sending Email within VPN Lab
Module 9: Creating Widget With Tkinter Lab
Module 10: Restaurant Menu With Tkinter Lab
Module 11: Text To Speech With gTTS Lab
Module 12: Text To Speech With Pyttsx Lab
Module 13: Speech to text gTTS Lab
Module 14: Speech To Text Pyttsx3 Lab
Module 15: Making Google Searches With Python
Module 16: Making Wikipedia Searches With Python
Module 17: Making Youtube Searches With Python
Module 18: Pyaztro: Getting Horoscopes Data via Python
Module 19: Pytesseract
Module 20: Weather Forecast Application With Tkinter, SQL, Text To Speech, Speech To Text
Module 21: Weather Forecast Application With Tkinter, JSON, Text To Speech, Speech To Text
Module 22: Making Mp3 Player Application With Tkinter
Module 23: Managing Charts With Tkinter
Module 24: Managing Hyperlinked URLs With Tkinter
Module 25: Making Newspaper Dashboard Application With Tkinter
Module 26: Making Multi Digit Detection Application With CNN and Tkinter.
Module 27: Introduction to Flask: Server Working
Module 28: Flask-RESTX Get/POST/PUT/DELETE Requests With Parameters & Swagger
Module 29: Making Calculator With Flask
Module 30: Making Phone Book With Flask
Module 31: Introduction to Fast API
Module 32: Create Your Own API With FAST API: Get, Post, Put, Delete
Module 33: Making Applications With Fast API
Module 34: Making Weather Forecast Application With Fast API
Module 35: Making Machine Learning Application With Fast API
Module 36: Making Deep Learning Application With Fast API
Module 37: Display Images at Back End Fast API Swagger as Response Body
Module 38: Display Images at Front End Fast API Web Browser
Module 39: Display Hyperlinked URLs at Front End Fast API Web Browser
Module 40: Flask & Fast API: Project Wolfram Alpha API Chatbot Project
Module 41: Creating Cluster Services via Fast API
Part 7: AUTOMATION WITH TRANSFORMER BASED AI API
Module 1: Creating AI Chatbot With NLP and Sentiment Analysis by English
Module 2: Creating AI Chatbot With NLP and Sentiment Analysis by English via Tkinter
Module 3: Creating AI Chatbot With NLP and Sentiment Analysis by English via Tkinter & Text To Speech, Speech to Text
Module 4: Creating Transformer Based AI API in English & Turkish via Fast API
Module 5: Integrating News Services Into Transformer Based AI API
Module 6: Integrating Weather Forecast Services Into Transformer Based AI API
Module 7: Integrating Date & Time Services Into Transformer Based AI API
Module 8: Integrating Financial Services Into Transformer Based AI API
Module 9: Integrating Stock Market Services Into Transformer Based AI API
Module 10: Integrating Stock Market Analysis Chart Services Into Transformer Based AI API
Module 11: Integrating Stock Market Prediction Chart Services Into Transformer Based AI API
Module 12: Integrating History Services Into Transformer Based AI API
Module 13: Integrating Geography Services Into Transformer Based AI API
Module 14: Integrating Mathematics Services Into Transformer Based AI API
Module 15: Integrating Database Management Services Into Transformer Based AI API
Module 16: Integrating Text to Image Services Into Transformer Based AI API
Module 17: Integrating Text Generation Services Into Transformer Based AI API
Module 18: Integrating Code Generation Services Into Transformer Based AI API
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