- VibeCoding
- ComputerVision
- LLMs
- HPC
- MachineLearning
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Compare extra large YOLO v11, v12 and 2026 models to detect Floorplan
YOLO Pipeline for Floorplan Object Detection
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Mask R-CNN with Detectron2 for Drone Image Segmentation
Training and validation analysis of a Detectron2 Mask R-CNN model on a drone segmentation data
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Faster R-CNN with Detectron2 for Carpark Occupancy Detection
Training and validation analysis of a Detectron2 Faster R-CNN model on a carpark occupancy dataset
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Cruise Object Detection using RCNN
RCNN Pipeline for Cruise Detection
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OpenCV walkthrough
Introduction to OpenCV with image I/O, resizing, cropping, transforms, and basic filtering
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Build a Simple Chat App with Gradio and Ollama
Create a local chatbot UI with Gradio as the frontend and Ollama as the LLM backend
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GraphRAG
Graph-enhanced Retrieval-Augmented Generation with Ollama and NetworkX
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RAG Evaluation with RAGAS
Evaluate RAG systems with RAGAS metrics using local Ollama models
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Multi-Modal RAG with Image Captioning
Retrieve from PDFs that contain both text and figures using vision captions
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Fusion Retrieval in RAG
Combining vector search and BM25 keyword search for better RAG retrieval
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Embedding and Semantic Similarity
Introduction to word embeddings, sentence embeddings, and semantic similarity with hands-on examples using GloVe, Ollama, and cosine similarity.
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Token, Tokenizer and Token Embedding
Introduction about Tokens
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Basic RAG
Basic introduction to Retrieval Augmented Generation
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VIBE Coding for Data Scientist
Essential VIBE Coding technique for Data Scientist
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SGLang for open source LLMs on HPC
Install and serve open-source LLMs with SGLang on SuperPOD / HPC GPUs
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vLLM for open source LLMs on HPC
Install and serve open-source LLMs with vLLM on SuperPOD / HPC GPUs
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RAG with PaperQA on HPC
Install and run paperqa with GPU from HPC
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Transfer Learning with a pretrained CNN model
Apply Transfer Learning to a pretrained CNN model for image classification
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Speech To Text using OpenAI Whisper
Open source STT with Whisper
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Ollama for open source LLMs
Download and run Ollama with open source LLMs
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Stable Diffusion GUI
Using A1111 and ComfyUI on HPC
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Port Forwarding with Cursor/VSCode
Using Jupyter Lab on HPC via Cursor/VSCode with Port Forwarding
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Jump Host with Cursor/VSCode
Using Jupyter Lab on HPC via Cursor with Jump Host
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Data visualization with TSNE
TSNE for data visualization
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AutoML using Pycaret
Apply AutoML using Pycaret for regression and classification method
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Convolution Neural Network for image classification: CIFAR10
CNN with CIFAR10 data on HPC
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Recurrent Neural Network for Stock forecasting
Time series prediction based on RNN, LSTM
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NetCDF analtics with Python
Work with NetCDF file format with Python
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Raster Data analytics with Python
Work with Raster data file format with Python