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Working from Zurich
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Working from Zurich
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YanSte/README.md

Yannick Stephan 👋

AI ML engineer | Senior Software engineer

✉️  Get in touch on LinkedIn & Stack Overflow 🌎


📂 My Projects:

Machine Learning (ML):

  • 🧠 Brain MGMT Prediction: Comprehensive analysis and model development for MGMT prediction using an XGBoost ensemble with a U-Net-based feature extractor. | Kaggle |

Deep Neural Networks (DNN):

  • 🍷 Wine Quality Prediction: Utilized DNN to predict wine quality based on physicochemical properties. | Kaggle |

Computer Vision (CV):

  • 🧠 Brain MGMT Prediction: Developed a CNN-based model for prediction of the MGMT. | Kaggle |
  • 🌾 Rice Grain Classification: Employed CNN to classify different types of rice grains. | Kaggle |
  • 🚦 Traffic Sign Recognition (GTSRB): Developed a CNN-based model for real-time traffic sign recognition. | Kaggle |
  • ✍️ Handwritten Digit Classification (MNIST): Achieved high accuracy in classifying handwritten digits using CNN. | Kaggle |

Generative Adversarial Network (GAN)

  • 🚲 Bicycle Image Generation: Exploration of Generative Models (GAN) and its capabilities, focusing on the generation of bicycle. | Kaggle |

Natural language processing (NLP)

Base NLP Techniques

Vector / Semantic / Embeddings

Weaviate

Pinecone

ChromaDB

FAISS

Cohere

Semantic

Retrieval-Augmented Generation (RAG)

Question Answering

LLamaIndex

Tests

Large Language Model (LLM)

Basic Applications

Mistral

Langchain

Fine-Tuning

Fine-Tuning Options

Log Monitor Text Metrics

LLMOps

Vision

Pinned

  1. NLP-LLM-LangChain-Multi-Step-Reasoning-Part-1 NLP-LLM-LangChain-Multi-Step-Reasoning-Part-1 Public

    Natural Language Processing (NLP) and Large Language Models (LLM) with LangChain and Building Multi-stage Reasoning Systems

    Jupyter Notebook 1

  2. NLP-LLM-Vector-Embeddings-DB-Search NLP-LLM-Vector-Embeddings-DB-Search Public

    Natural Language Processing (NLP), Large Language Models (LLM), and the Power of Vector Embeddings and Databases

    Jupyter Notebook 1

  3. CNN-CV-Brain-Prediction CNN-CV-Brain-Prediction Public

    Predict the MGMT promoter methylation status of glioblastoma tumors between values of 0 and 1.

    Jupyter Notebook

  4. WGAN-GP-GM-QuickDraw-Image-Generation WGAN-GP-GM-QuickDraw-Image-Generation Public

    This project is an exploration of Generative Models (GM) and its capabilities, focusing on the generation of bicycle images using Wasserstein Generative Adversarial Networks (WGAN-GP) in conjunctio…

    Jupyter Notebook

  5. NLP-LLM-Fine-tuning-QA-LoRA-T5 NLP-LLM-Fine-tuning-QA-LoRA-T5 Public

    Natural Language Processing (NLP) and Large Language Models (LLM) with Fine-Tuning LLM and make Chatbot Question answering (QA) with LoRA and Flan-T5 Large

    Jupyter Notebook 4

  6. NLP-LLM-LLMOps-Pipeline-Dev-Stag-Prod NLP-LLM-LLMOps-Pipeline-Dev-Stag-Prod Public

    Natural Language Processing (NLP) and Large Language Models (LLM) with LLMOps and make a Pipeline Dev Stag Prod

    Jupyter Notebook 1