Udemy - AI and Machine Learning Foundations in Market Research

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1 - Introduction
• 1 - About the instructors.mp4 (74.9 MB)
• 2 - What this course will cover.mp4 (29.0 MB)
10 - Hands-on Activity #2 Building an LLM Powered App
• 1 - Files for activity - Exercise_9_11_Building_a_LLM_enabled_App_with_Gradio.ipynb (52.8 KB)
• 1 - Files for activity.html (0.2 KB)
• 2 - Intro to Hugging Face and Gradio.mp4 (61.1 MB)
• 3 - Creating a prompt-driven persona generator.mp4 (92.0 MB)
• 4 - Building an interface and running the app.mp4 (122.8 MB)
2 - Getting Started
• 1 - Course technical requirements.mp4 (12.9 MB)
3 - Introduction to Market Research
• 1 - What is market research - Brief intro to market research - Foundations in AI for Market Research.pdf (1.7 MB)
• 1 - What is market research.mp4 (24.5 MB)
• 10 - Research project stages.mp4 (27.7 MB)
• 2 - Why do market research.mp4 (21.5 MB)
• 3 - Research methodologies.mp4 (54.9 MB)
• 4 - How quant and qual research are different.mp4 (50.4 MB)
• 5 - Defining your research objective - Defining your research objective - Foundations in AI for Market Research.pdf (335.9 KB)
• 5 - Defining your research objective.mp4 (62.5 MB)
• 6 - Unpacking research objectives with AI.mp4 (115.6 MB)
• 7 - Tips for conducting better market research.mp4 (30.2 MB)
• 8 - Types of market research tools - Types of market research tools - Foundations in AI for Market Research.pdf (278.5 KB)
• 8 - Types of market research tools.mp4 (88.0 MB)
• 9 - Common tools in market research - Common tools in market research - Foundations in AI for Market Research.pdf (1.2 MB)
• 9 - Common tools in market research.mp4 (113.0 MB)
4 - Market Research & AIML
• 1 - Beyond the AI hype - Beyond the AI Hype - Foundations in AI for Market Research.pdf (817.3 KB)
• 1 - Beyond the AI hype.mp4 (39.5 MB)
• 2 - AI tools - AI Tools - Foundations in AI for Market Research.pdf (767.0 KB)
• 2 - AI tools.mp4 (35.7 MB)
• 3 - What is role of AI in market research - What is role of AI in market research - Foundations in AI for Market Research.pdf (279.7 KB)
• 3 - What is role of AI in market research.mp4 (71.4 MB)
• 4 - When using AI in market research goes wrong - When AI in MR goes wrong - Foundations in AI for Market Research.pdf (914.6 KB)
• 4 - When using AI in market research goes wrong.mp4 (93.6 MB)
• 5 - Prompt engineering for market research - Prompt engineering for market research - Foundations in AI for Market Research.pdf (390.3 KB)
• 5 - Prompt engineering for market research.mp4 (62.1 MB)
• 6 - A framework for problem solving with AI in MR - A framework for problem solving with AI in MR - Foundations in AI for Market Research.pdf (336.2 KB)
• 6 - A framework for problem solving with AI in MR.mp4 (79.7 MB)
5 - Data Types & Structures in Market Research
• 1 - Exploring different types of data in market research - Exploring different data types in market research - Foundations in AI for Market Research.pdf (2.4 MB)
• 1 - Exploring different types of data in market research.mp4 (103.0 MB)
• 10 - Common challenges based on types of data - Common challenges based on types of data - Foundations in AI for Market Research.pdf (1.0 MB)
• 10 - Common challenges based on types of data.mp4 (103.4 MB)
• 2 - Data and AI - Data and AI - Foundations in AI for Market Research.pdf (755.3 KB)
• 2 - Data and AI.mp4 (61.4 MB)
• 3 - Data types and AI methods.mp4 (104.2 MB)
• 4 - Comparing Structured and Unstructured Data - Comparing Structured and Unstructured Data - Foundations in AI for Market Research.pdf (697.0 KB)
• 4 - Comparing Structured and Unstructured Data.mp4 (58.6 MB)
• 5 - Unpacking quantitative data.mp4 (81.4 MB)
• 6 - Structured Data - Structured Data - Foundations in AI for Market Research.pdf (662.5 KB)
• 6 - Structured Data.mp4 (29.6 MB)
• 7 - Unpacking qualitative data.mp4 (97.8 MB)
• 8 - Unstructured Data - Unstructured Data - Foundations in AI for Market Research.pdf (360.8 KB)
• 8 - Unstructured Data.mp4 (24.6 MB)
• 9 - Other Data Types - Other Data Types - Foundations in AI for Market Research.pdf (349.6 KB)
• 9 - Other Data Types.mp4 (15.3 MB)
6 - Problem Solving & Tasks
• 1 - Identifying AI opportunities in market research - Identifying new opportunities in MR with AI - Foundations in AI for Market Research.pdf (1.6 MB)
• 1 - Identifying AI opportunities in market research.mp4 (172.0 MB)
• 2 - Applying a task driven approach to market research when using AI - Applying a task driven approach to MR - Foundations in AI for Market Research.pdf (307.9 KB)
• 2 - Applying a task driven approach to market research when using AI.mp4 (91.5 MB)
• 3 - Real world examples of using AI in market research - Real world examples of AI in MR - Foundations in AI for Market Research.pdf (1.4 MB)
• 3 - Real world examples of using AI in market research.mp4 (103.9 MB)
• 4 - Demo Deep Research with Gemini.mp4 (174.8 MB)
• 5 - Tasks and AI - Tasks and AI - Foundations in AI for Market Research.pdf (728.6 KB)
• 5 - Tasks and AI.mp4 (49.7 MB)
• 6 - Generative AI and tasks - Generative AI and Tasks - Foundations in AI for Market Research.pdf (518.8 KB)
• 6 - Generative AI and tasks.mp4 (51.1 MB)
7 - AI & Models
• 1 - AI and Models - AI and Models - Foundations in AI for Market Research.pdf (371.1 KB)
• 1 - AI and Models.mp4 (52.9 MB)
• 2 - Supervised to Unsupervised AI - Supervised to Unsupervised AI - Foundations in AI for Market Research.pdf (493.8 KB)
• 2 - Supervised to Unsupervised AI.mp4 (40.6 MB)
• 3 - Framework for Understanding AI Models - Framework for Understanding AI Models - Foundations in AI for Market Research.pdf (646.2 KB)
• 3 - Framework for Understanding AI Models.mp4 (45.8 MB)
• 4 - More ML Models - More ML Models - Foundations in AI for Market Research.pdf (641.3 KB)
• 4 - More ML Models.mp4 (51.7 MB)
• 5 - How does AI relate to more traditional techniques - How does AI relate to more traditional techniques - Foundations in AI for Market Research.pdf (472.4 KB)
• 5 - How does AI relate to more traditional techniques.mp4 (37.2 MB)
8 - AI Methods & Architectures
• 1 - Introduction to Deep Learning Models - Introduction to Deep Learning Models - Foundations in AI for Market Research.pdf (685.0 KB)
• 1 - Introduction to Deep Learning Models.mp4 (44.8 MB)
• 2 - Diving into Deep Learning - Diving into Deep Learning - Foundations in AI for Market Research.pdf (753.2 KB)
• 2 - Diving into Deep Learning.mp4 (53.6 MB)
• 3 - Diving into Generative AI - Diving into Generative AI - Foundations in AI for Market Research.pdf (684.2 KB)
• 3 - Diving into Generative AI.mp4 (47.8 MB)
9 - Hands-on Activity #1 Quantitative Data Exploration
• 1 - Activity Part 1 Introduction to notebook and data loading - Activity 1 - Introduction and Data Loading.ipynb (4.5 KB)
• 1 - Activity Part 1 Introduction to notebook and data loading.mp4 (91.9 MB)
• 2 - Activity Part 2 Exploratory data analysis - Activity 2 - Exploratory Data Analysis.ipynb (1.4 MB)
• 2 - Activity Part 2 Exploratory data analysis.mp4 (155.2 MB)
• 3 - Activity Part 3 Linear regression - Activity 3 - Linear regression from scratch.ipynb (187.5 KB)
• 3 - Activity Part 3 Linear regression.mp4 (76.3 MB)
• 4 - Activity Part 4 Logistic regression and classification - Activity 4 - Logistic regression and classification.ipynb (301.7 KB)
• 4 - Activity Part 4 Logistic regression and classification.mp4 (152.3 MB)
• 5 - Activity Part 5 Building a pipeline - Activity 5 - Building the pipeline.ipynb (12.4 KB)
• 5 - Activity Part 5 Building a pipeline.mp4 (78.1 MB)
• 6 - Activity Part 6 Model training and evaluation pt.1 (regression) - Activity 6 - Model training and evaluation - regression.ipynb (17.8 KB)
• 6 - Activity Part 6 Model training and evaluation pt.1 (regression).mp4 (80.9 MB)
• 7 - Activity Part 7 Model training and evaluation pt.1 (classification) - Activity 7 - Model training and evaluation - classification.ipynb (104.3 KB)
• 7 - Activity Part 7 Model training and evaluation pt.1 (classification).mp4 (68.8 MB)
• 8 - Activity Part 8 Feature importance and trees - Activity 8 - Feature importance and trees.ipynb (509.8 KB)
• 8 - Activity Part 8 Feature importance and trees.mp4 (56.8 MB)
• Bonus Resources.txt (0.1 KB)