Certified Artificial Intelligence Developer Program
Applications and Case Studies
Certified Artificial Intelligence Developer Program
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AI: Big Data and AI
Introduction to Big Data and AI
Video - 00:6:37 mins
Data Processing and Analytics
Video - 00:5:00 mins
Advanced Analytics and AI Techniques
Video - 00:4:21 mins
Applications and Case Studies
Video - 00:4:31 mins
Hands-on Exercise Data Pre-processing
Video - 00:14:16 mins
AI: Artificial Intelligence on the Cloud
Introduction to Cloud Computing and AI
Video - 00:4:22 mins
Hands-on Exercise on pandas data frame
Video - 00:11:57 mins
AI Services on Cloud Platforms
Video - 00:5:3 mins
Hands-on Exercise NLP on cloud
Video - 00:13:55 mins
Big Data and AI Integration on the Cloud
Video - 00:4:37 mins
Hands-on Exercise Exploratory data analysis
Video - 00:9:43 mins
Advanced Topics and Future Trends
Video - 00:4:31 mins
AI: AI in Banking
Introduction to AI in Banking
Video - 00:9:46 mins
AI Applications in Banking Operations
Video - 00:4:12 mins
AI for Customer Experience Enhancement
Video - 00:4:52 mins
Future Trends and Ethical Considerations
Video - 00:4:44 mins
AI: Exploring Feature Selection
Introduction to Feature Selection
Video - 00:4:12 mins
Filter Methods
Video - 00:7:32 mins
Hands-on Exercise Information Gain Classification and Regression
Video - 00:7:41 mins
Wrapper Methods
Video - 00:5:32 mins
Embedded Methods and Advanced Techniques
Video - 00:7:00 mins
Hands-on Exercise Feature Selection Techniques
Video - 00:9:15 mins
AI: Chatbots
Introduction to Chatbots
Video - 00:6:26 mins
Building AI-based Chatbots
Video - 00:8:42 mins
Advanced Chatbot Techniques
Video - 00:3:53 mins
Ethical Considerations and Future Trends
Video - 00:3:45 mins
AI: White Box XAI for AI Bias & Ethics
Introduction to AI Bias and Ethics
Video - 00:6:28 mins
Interpretability and Explainability in AI
Video - 00:3:33 mins
Fairness in AI
Video - 00:2:59 mins
Case Studies and Best Practices
Video - 00:3:39 mins
Essential ML: Machine Learning and Python
Introduction to Python for Machine Learning
Video - 00:3:43 mins
Hands-on Exercise Introduction to Python
Video - 00:26:11 mins
Introduction to NumPy and Pandas
Video - 00:3:41 mins
Hands-on Exercise Python working with Pandas and NumPy
Video - 00:19:39 mins
Introduction to Machine Learning with Scikit-Learn
Video - 00:10:41 mins
Model Deployment and Real-world Applications
Video - 00:7:33 mins
Essential ML: Supervised Learning – Classification and Regression
Introduction to Supervised Learning and Linear Regression
Video - 00:12:46 mins
Hands-on Exercise Linear Regression
Video - 00:10:41 mins
Classification Algorithms
Video - 00:10:33 mins
Hands-on Exercise Classification Algorithms Part-1
Video - 00:9:48 mins
Advanced Classification Techniques
Video - 00:8:32 mins
Essential ML: Unsupervised Learning – Detecting Patterns
Introduction to Unsupervised Learning and Clustering
Video - 00:7:58 mins
Hands-on Exercise Clustering Algorithms
Video - 00:12:49 mins
Density-based Clustering and Dimensionality Reduction
Video - 00:6:55 mins
Hands-on Exercise DBSCAN
Video - 00:11:43 mins
Association Rule Mining and Anomaly Detection
Video - 00:8:15 mins
Hands-on Exercise Apriori Algorithm
Video - 00:6:2 mins
Advanced Topics and Real-world Applications
Video - 00:6:12 mins
Essential ML: Dimensionality Reduction
Introduction to Dimensionality Reduction and Principal Component Analysis (PCA)
Video - 00:14:15 mins
Hands-on Exercise Dimensionality Reduction PCA
Video - 00:8:30 mins
Linear Dimensionality Reduction Techniques
Video - 00:7:42 mins
Hands-on Exercise Linear Dimensionality Reduction Algorithms
Video - 00:11:17 mins
Non-linear Dimensionality Reduction Techniques
Video - 00:8:31 mins
Hands-on Exercise Non-linear Dimensionality Reduction Algorithms
Video - 00:7:26 mins
Advanced Topics and Applications
Video - 00:9:28 mins
Hands-on Exercise Autoencoders
Video - 00:9:28 mins
Essential ML: Visualising Data and Machine Learning
Introduction to Data Visualisation and Basic Plotting
Video - 00:6:21 mins
Hands-on Exercise Data Visualisation
Video - 00:13:2 mins
Advanced Plotting Techniques
Video - 00:7:59 mins
Dimensionality Reduction Techniques for Visualisation
Video - 00:5:36 mins
Hands-on Exercise Visualising Dimensionality Reduction Techniques
Video - 00:6:51 mins
Interactive Dashboards and Real-world Applications
Video - 00:5:7 mins
NLP: Natural Language Processing Using Python
Introduction to Natural Language Processing (NLP) Fundamentals
Video - 00:4:52 mins
Hands-on Exercise NLP Fundamentals
Video - 00:6:54 mins
Text Representation and Feature Extraction
Video - 00:6:4 mins
Hands-on Exercise Text Representation and Feature Extraction
Video - 00:12:4 mins
Text Classification and Sentiment Analysis
Video - 00:10:13 mins
Hands-on Exercise Naive Bayes Classifier
Video - 00:9:14 mins
Advanced NLP Techniques and Applications
Video - 00:5:11 mins
Hands-on Exercise Sentiment Analysis
Video - 00:11:56 mins
NLP: Transform Text File into Data Structure
Reading and Parsing Text File
Video - 00:9:3 mins
Hands-on Exercise Reading and Parsing Text File
Video - 00:12:22 mins
Data Structure Selection and Design
Video - 00:8:19 mins
Transforming Text Data into Data Structures
Video - 00:6:50 mins
Data Structure Manipulation and Analysis
Video - 00:7:30 mins
NLP: Word Embedding and Text Distance Metrics
Introduction to Word Embeddings
Video - 00:9:24 mins
Hands-on Exercise Introduction to Word Embeddings Traditional Approaches
Video - 00:14:11 mins
Advanced Word Embeddings Techniques
Video - 00:8:49 mins
Hands-on Exercise Introduction to Word Embeddings Pre-tained Models Approaches
Video - 00:13:3 mins
Introduction to Text Distance Metrics
Video - 00:9:20 mins
Advanced Text Distance Metrics and Applications
Video - 00:5:45 mins
NLP: Document, Sentence and Character Level Embeddings
Introduction to Document Embeddings
Video - 00:4:48 mins
Hands-on Exercise Introduction to Word Embeddings Neural Approaches
Video - 00:7:17 mins
Introduction to Sentence Embeddings
Video - 00:5:40 mins
Character-Level Embeddings
Video - 00:5:40 mins
Advanced Techniques and Applications
Video - 00:8:11 mins
NLP: Text Data Analysis
Introduction to Text Data Analysis
Video - 00:5:26 mins
Text Mining and Feature Extraction
Video - 00:5:59 mins
Text Classification and Sentiment Analysis
Video - 00:6:7 mins
Advanced Text Analysis Techniques and Applications
Video - 00:4:59 mins
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