Dive into a comprehensive 12-hour course on machine learning and deep learning projects. Learn to build a contextual chatbot using TensorFlow, develop a sentiment analysis web app with LSTM and Flask, deploy it on Heroku, create an image captioning model, implement speech recognition, perform customer segmentation and lifetime value calculation, construct a language translator, predict customer churn, build an image recognition clothing prediction web app, detect facial expressions in real-time, and develop a face mask detection alert system. Gain hands-on experience with various AI technologies including natural language processing, computer vision, and cloud deployment.
Overview
Syllabus
How to Build a contextual Chatbot using Tensorflow - Introduction.
How to Build an Amazing contextual Chatbot using Tensorflow - Part 2 | NLP Concepts.
How to Build an amazing Contextual Chatbot using Tensorflow - Part 3 | Develop Neural Network Model.
How to Build an Amazing Contextual Chatbot using Tensorflow - Part 4 | See Chatbot in Action.
How to Build an amazing Contextual Chatbot using Tensorflow | Add context to Chatbot conversation.
Sentiment Analysis using LSTM model & Flask web app - Introduction & Demo.
Sentiment Analysis using LSTM model & Flask web app | LSTM Python Code.
Sentiment Analysis using LSTM model & Flask web app | LSTM Python Code Part - 2.
Sentiment Analysis using LSTM model & Flask web app | LSTM Python Code Part - 3.
Sentiment Analysis using LSTM model & Flask web app | Flask Code Part - 1.
Sentiment Analysis using LSTM model & Flask web app | Flask Front End Part - 2.
Sentiment Analysis using LSTM model & Flask web app | Flask Front End Part - 3 | Run in Browser.
Deploy Sentiment Analysis Web App on Cloud | Flask App deployment on Heroku - Introduction.
Deploy Sentiment Analysis Flask Web App on Heroku | Implementation Steps Part - 1.
Deploy Sentiment Analysis Flask Web App on Heroku | Implementation Steps Part - 2.
Image Captioning Deep Learning Model | Generate Text from Image | Introduction & Demo.
Image Captioning Deep Learning Model | Re-structure VGG16 Model | Coding Part - 1.
Image Captioning Deep Learning Model | Convert Image Descriptions into Vocabulary | Coding Part - 2.
Image Captioning Deep Learning Model | Load prepared Images and Descriptions | Coding Part - 3.
Image Captioning Deep Learning Model | Description Tokenization & Numeric Mapping | Coding Part - 4.
Image Captioning Deep Learning Model | Merge VGG16 & LSTM Models | Coding Part - 5.
Image Captioning Deep Learning Model | Train Model Progressively on Less Memory | Coding Part - 6.
Image Captioning Deep Learning Model | Evaluate Model using BLEU Score | Coding Part - 7.
Image Captioning Deep Learning Model | See the Model Prediction Demo | Coding Part - 8.
Step by Step Guide to Convert Color Image to Pencil Sketch.
Speech Recognition Hands-on Tutorial using Python | Speech to Text Translation | Introduction.
Speech Recognition Hands-on Tutorial using Python | Working with Audio Files | Code Part-1.
Real Time Speech Recognition | Speech to Text using Google API | Speech Recognition Noise Reduction.
Real Time Speech Recognition to Search & Play Youtube Video | Hands-on Project.
Customer Segmentation using RFM K-Means & Python | Who are your Loyal Customers ?.
Customer Segmentation using RFM Modelling | Who are your Loyal Customers?.
K-means Clustering for Customer Segmentation | Data Normalization & Standardization.
KMeans Clustering for Customer Segmentation | Build the K-Means Model.
Customer Lifetime Value Calculation | Introduction and Intuition | Customers giving most Profit.
Customer Lifetime Value Calculation | Python Code Part-1 | Find Customers with most Profit.
Customer Lifetime Value Calculation | Python Code Part-2 | Develop BG/NBD Model.
Customer Lifetime Value Calculation | Python Code Part-3 | Train Gamma Gamma Model for CLV.
Build Language Translator using Python and Google API | Language Translation Model.
How to do Churn Prediction of Customers? | Python Code Part - 1.
How to do Churn Prediction of Customers? | Python Code Part - 2.
Build an Image Recognition Clothing Prediction Web App using CNN - DEMO.
Build Clothing Image Prediction CNN Web App | CNN Model Part-1.
Build Clothing Image Prediction CNN Web App | CNN Model Part-2.
Build Clothing Image Prediction CNN Web App | CNN Model Part-3.
Build Clothing Image Prediction CNN Web App | Flask App.py - Part 1.
Build Clothing Image Prediction CNN Web App | Flask App.py - Part 2.
Build Clothing Image Prediction CNN Web App | Home.html & Predict.html.
Detect FACIAL EXPRESSION in Real Time and PLAY related YOUTUBE Video - Part 1.
Detect FACIAL EXPRESSION in Real Time and PLAY related YOUTUBE Video - Part 2.
Detect FACIAL EXPRESSION in Real Time and PLAY related YOUTUBE Video - Part 3.
Build FACE MASK DETECTION ALERT SYSTEM OpenCV Keras - Part 1 | Face Mask Detection system CNN Model.
Build FACE MASK DETECTION ALERT SYSTEM OpenCV Keras - Part 2 | Face Mask Detection system CNN Model.
Build FACE MASK DETECTION ALERT SYSTEM OpenCV Keras - Part 3 | Face Mask Detection system CNN Model.
Taught by
The AI University
