Udemy - Generative AI for Data Analysts and Professionals

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1 - Introduction to Generative AI for Data Analysts
• 1 -What is Generative AI and How It Works.mp4 (22.8 MB)
• 2 -Relevance of GenAI to the Data Analytics Ecosystem.mp4 (29.1 MB)
10 - Enhancing Data Quality with GenAI
• 1 -Prompting GenAI for anomaly detection beyond traditional methods.mp4 (18.5 MB)
• 2 -Detecting schema drift, data drift, and concept drift using GenAI.mp4 (12.2 MB)
• 3 -Auto-generating data validation and reconciliation scripts.mp4 (8.6 MB)
11 - Explainable AI (XAI) Techniques for Data Analysts
• 1 -Prompting GenAI to explain model predictions to non-technical audiences.mp4 (15.3 MB)
• 2 -Using SHAP, LIME, and GenAI-generated interpretations for black-box models.mp4 (15.2 MB)
12 - 1000+ Prompts - Generative AI for Data Analysts
• 1 - Auto-building Recommendation Systems with Generative AI.html (3.5 KB)
• 1 - Auto-documenting Analytics Projects, Pipelines, and Codebases.html (3.4 KB)
• 1 - Auto-generating Business Recommendations from Analytics.html (3.3 KB)
• 1 - Auto-generating Data Pipelines and ETL Workflows with GenAI.html (3.3 KB)
• 1 - Auto-generating Descriptive Statistics and Summaries.html (3.0 KB)
• 1 - Auto-generating Executive-Level EDA Summaries.html (3.2 KB)
• 1 - Auto-generating KPI Dashboards (Tableau, Power BI).html (3.3 KB)
• 1 - Auto-generating Model Performance Reports.html (3.1 KB)
• 1 - Auto-generating Python Scripts for Data Analysis.html (3.2 KB)
• 1 - Automated Root Cause Analysis for Business Events Using GenAI.html (3.5 KB)
• 1 - Automating Feature Importance Explanations.html (3.1 KB)
• 1 - Automating Missing Value Imputation with GenAI.html (3.2 KB)
• 1 - Building End-to-End Analytics Automation Agents (EDA + Modeling + Reporting).html (3.7 KB)
• 1 - Building Risk Models and Contingency Plans.html (3.3 KB)
• 1 - Building Self-Service Q&A Systems for BI Users.html (3.4 KB)
• 1 - Building Transparent Models for Business Stakeholders.html (3.3 KB)
• 1 - Churn Prediction and Retention Strategy Recommendations.html (3.4 KB)
• 1 - Conversational Analytics with GenAI-powered BI Tools.html (3.4 KB)
• 1 - Correlation Analysis and Feature Relationships.html (3.2 KB)
• 1 - Creating Data Visualizations with GenAI Prompts.html (2.8 KB)
• 1 - Creating Data-Driven Strategic Decision Trees with GenAI.html (3.5 KB)
• 1 - Creating Ensemble Models through GenAI Instructions.html (3.2 KB)
• 1 - Creating Synthetic Datasets for Testing and Modeling.html (3.3 KB)
• 1 - Customer Lifetime Value (CLV) Prediction Using GenAI.html (3.2 KB)
• 1 - Customer Segmentation and Clustering using GenAI.html (3.3 KB)
• 1 - Data Normalization and Standardization via Prompts.html (3.0 KB)
• 1 - Duplicate Detection and Removal through GenAI.html (3.0 KB)
• 1 - Dynamic Report Writing from Analytical Outputs.html (3.2 KB)
• 1 - Encoding Categorical Data Using GenAI Suggestions.html (2.9 KB)
• 1 - Explaining Predictions with SHAP and LIME via Prompts.html (3.2 KB)
• 1 - Feature Creation and Transformation with GenAI.html (3.1 KB)
• 1 - Feature Selection and Dimensionality Reduction.html (3.1 KB)
• 1 - Fraud Detection and Anomaly Identification.html (3.2 KB)
• 1 - Generating Balanced Datasets to Handle Class Imbalance.html (3.2 KB)
• 1 - Graph Analytics and Network Data Modeling with GenAI.html (3.3 KB)
• 1 - Identifying and Handling Model Drift with GenAI.html (3.1 KB)
• 1 - Image Data Analysis and Preprocessing with GenAI Prompts.html (3.3 KB)
• 1 - Integrating GenAI into AB Testing and Experiment Design.html (3.4 KB)
• 1 - Interactive Data Storytelling and Narratives.html (3.5 KB)
• 1 - Market Basket Analysis and Recommendation Systems.html (3.2 KB)
• 1 - Model Hyperparameter Tuning and Optimization.html (3.2 KB)
• 1 - Natural Language to SQL Query Generation.html (2.9 KB)
• 1 - Outlier Detection and Correction using GenAI.html (3.0 KB)
• 1 - Privacy-Preserving Data Generation Techniques.html (3.2 KB)
• 1 - Prompting GenAI for Classification Model Development.html (3.1 KB)
• 1 - Prompting GenAI for Regression Model Development.html (3.1 KB)
• 1 - Real-Time Analytics Automation Using Streaming Data and GenAI.html (3.4 KB)
• 1 - Risk Scoring and Probability Interpretation.html (3.0 KB)
• 1 - Sales Forecasting and Inventory Planning.html (3.2 KB)
• 1 - Sensitivity Analysis and What-If Scenario Generation.html (3.4 KB)
• 1 - Simulating Business Scenarios with Generative AI.html (3.3 KB)
• 1 - Stress-testing Predictive Models Using Synthetic Data.html (3.4 KB)
• 1 - Synthetic Feature Generation (Interaction Terms, Ratios).html (3.2 KB)
• 1 - Text Analytics and NLP for Data Analysts (Summarization, Classification).html (3.3 KB)
• 1 - Time-Series Forecasting with GenAI (ARIMA, Prophet, LSTM).html (3.1 KB)
• 1 - Trend and Anomaly Detection in Datasets.html (3.1 KB)
• 1 - Using GenAI for Data Cleaning and Preprocessing.html (3.1 KB)
• 1 - Using Synthetic Data for Simulation Studies.html (3.2 KB)
2 - Data Files
• 1 - Data File Used in Course.html (0.1 KB)
• 1 - Prompts Used in Live Demos.html (0.0 KB)
• 1 -Prompts used in Live Demos.docx (19.1 KB)
• 1 -Synthetic_Customer_Analytics_Dataset.csv (62.0 KB)
3 - Data Preparation and Cleaning Using GenAI
• 1 -Automating missing value imputation, duplicate detection, and normalization.mp4 (21.0 MB)
• 2 - Building effective prompts for dataset cleaning.html (2.4 KB)
4 - Automating Exploratory Data Analysis (EDA) with GenAI
• 1 -Generating visualizations, descriptive summaries, and correlation insights.mp4 (21.1 MB)
• 2 -Using GenAI to identify anomalies, trends, and data distributions.mp4 (20.9 MB)
5 - Report Writing and Dashboard Generation with GenAI
• 1 -Auto-generating business reports and executive summaries from raw data.mp4 (19.7 MB)
• 2 -Prompting GenAI to create Tableau, Power BI, and Looker dashboards.mp4 (19.8 MB)
6 - Data Storytelling and Narrative Analytics
• 1 -Crafting narratives from analytical insights using GenAI.mp4 (21.6 MB)
• 2 -Prompt strategies for highlighting trends, drivers, and recommendations.mp4 (17.7 MB)
7 - Prompt Engineering for Data Analysts
• 1 -Prompt engineering for analytics tasks.mp4 (18.4 MB)
• 2 -Few-shot prompting, chain-of-thought, and tree-of-thought prompting.mp4 (20.1 MB)
• 3 -Hands-on writing prompts for SQL queries, Python scripts, and data narratives.mp4 (17.3 MB)
8 - Predictive and Prescriptive Analytics with GenAI
• 1 -Prompting GenAI to suggest predictive models (regression, classification).mp4 (12.5 MB)
• 2 - Auto-generating actionable business recommendations.html (2.7 KB)
9 - Advanced Analytics Automation with GenAI
• 1 -Using GenAI to automate end-to-end analytics pipelines.mp4 (13.6 MB)
• 2 -Auto-scheduling EDA, reports, and dashboards with GenAI APIs.mp4 (15.1 MB)
• Bonus Resources.txt (0.1 KB)