Welcome to our SupportVectors AI Lab channel! We are dedicated, as a community, to the learning of the broad field that encompasses the terms Machine-Learning, AI, Data-Science, Visualization, and Data-engineering.

Most of the videos here are recordings of lecture sessions from the various workshops offered at SupportVectors, where the speaker (and instructor) is Asif Qamar. (https://www.linkedin.com/in/asifqamar/)

The videos here are focused on understanding various concepts in the field, through discussion-sessions, code-walkthroughs, and careful readings of the various technical papers and articles.

Day 4: Data Visualization with Python - Techniques and Tools
1:34:36
Day 4: Data Visualization with Python - Techniques and Tools
Day 3: Data Visualization with Python - Scatter & Density Plots Explained
1:27:39
Day 3: Data Visualization with Python - Scatter & Density Plots Explained
Day 2: Data Visualization with Python - Exploring Matplotlib, Seaborn, and Plotly
1:22:48
Day 2: Data Visualization with Python - Exploring Matplotlib, Seaborn, and Plotly
Day 1: Data Visualization with Python - The Power of Visualization in Data Analysis
1:23:04
Day 1: Data Visualization with Python - The Power of Visualization in Data Analysis
Day 2: Introduction to Data Wrangling - Data Manipulation and Cleaning with Pandas and NumPy
2:07:56
Day 2: Introduction to Data Wrangling - Data Manipulation and Cleaning with Pandas and NumPy
Day 1: Introduction to Data Wrangling - NumPy and Pandas
1:42:12
Day 1: Introduction to Data Wrangling - NumPy and Pandas
Day 4: Intuitive Introduction to Machine Learning - Clustering
1:12:45
Day 4: Intuitive Introduction to Machine Learning - Clustering
Day 2.2: Intuitive Introduction to Machine Learning - Exploring UV
29:57
Day 2.2: Intuitive Introduction to Machine Learning - Exploring UV
Day 2.1: Intuitive Introduction to Machine Learning - Understanding Machine Learning and Regression
1:23:29
Day 2.1: Intuitive Introduction to Machine Learning - Understanding Machine Learning and Regression
Day 1: Intuitive Introduction to Machine Learning
1:49:35
Day 1: Intuitive Introduction to Machine Learning
[Paper Reading] LLM Post-Training: A Deep Dive into Reasoning LLMs
1:04:13
[Paper Reading] LLM Post-Training: A Deep Dive into Reasoning LLMs
[Paper Reading] Reasoning Models Don't Always Say What They Think
50:04
[Paper Reading] Reasoning Models Don't Always Say What They Think
[Paper Reading] Advancing Semantic Caching for LLMs with Domain-Specific Embeddings & Synthetic Data
1:07:30
[Paper Reading] Advancing Semantic Caching for LLMs with Domain-Specific Embeddings & Synthetic Data
Architecture and Guide to Fine Tuning and Building Custom LLMs
1:03:38
Architecture and Guide to Fine Tuning and Building Custom LLMs
[Paper Reading] s1: Simple Test Time Scaling Compared to R1 DeepSeek
44:15
[Paper Reading] s1: Simple Test Time Scaling Compared to R1 DeepSeek
[Paper Reading] Fractal Generative Models
46:48
[Paper Reading] Fractal Generative Models
[Paper Reading] Reinforcement Learning for Tumor Segmentation & Biomarker Discovery
48:53
[Paper Reading] Reinforcement Learning for Tumor Segmentation & Biomarker Discovery
[Paper Reading] ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought...
1:10:47
[Paper Reading] ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought...
[Paper Reading] Chain of Draft: Thinking Faster by Writing Less
40:15
[Paper Reading] Chain of Draft: Thinking Faster by Writing Less
[Paper Reading]: LLMs as Theory of Mind Aware Generative Agents with Counterfactual Reflection
52:22
[Paper Reading]: LLMs as Theory of Mind Aware Generative Agents with Counterfactual Reflection
[Paper Reading]: Enhancing Retrieval-Augmented Generation: A Study of Best Practices
1:11:21
[Paper Reading]: Enhancing Retrieval-Augmented Generation: A Study of Best Practices
Introduction to RAG and AI Search - Day 2: Key Insights on RAG and Search Systems
1:28:33
Introduction to RAG and AI Search - Day 2: Key Insights on RAG and Search Systems
[Paper Reading] Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
1:36:36
[Paper Reading] Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
Day 1: Introduction to RAG and AI Search - AI Search and Multimodal Semantic Search
1:19:37
Day 1: Introduction to RAG and AI Search - AI Search and Multimodal Semantic Search
DeepSeek-R1: A Deep Dive into Next-Gen LLM Reasoning
1:35:54
DeepSeek-R1: A Deep Dive into Next-Gen LLM Reasoning
Day 5: Intuitive Introduction to Data Science - Key Concepts in Dimensionality Reduction
1:45:33
Day 5: Intuitive Introduction to Data Science - Key Concepts in Dimensionality Reduction
Day 4: Intuitive Introduction to Data Science - Clustering Techniques and Applications
1:14:52
Day 4: Intuitive Introduction to Data Science - Clustering Techniques and Applications
Day 3 : Intuitive Introduction to Data Science - Classification in Machine Learning
1:02:15
Day 3 : Intuitive Introduction to Data Science - Classification in Machine Learning
Day 2.3 : Intuitive Introduction to Data Science - Regression Analysis & Essential Libraries
1:41:20
Day 2.3 : Intuitive Introduction to Data Science - Regression Analysis & Essential Libraries
DeepSeek-R1: Let us understand it in depth
1:44:53
DeepSeek-R1: Let us understand it in depth