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KaranAnchan/README.md

Hi there! πŸ‘‹πŸ½

I'm a Master's Student in Computer Science at the University of Freiburg, specialising in Artificial Intelligence.

Here’s a snapshot of what I do, love, and live by:

πŸ› οΈ Technical Skills:

  • Languages: Python, C++, C, JavaScript, SQL.
  • AI & ML Frameworks: PyTorch, TensorFlow, LangChain, Hugging Face, MONAI.
  • Cloud & Ops: Docker, Kubernetes, AWS (SageMaker), Azure, MLFlow.

πŸ’Ό Professional Experience:

  • Machine Learning Intern at Wizdom Ed: Engineered a Retrieval-Augmented Generation (RAG) pipeline using LangChain to reduce hallucinations.
    • πŸ“ˆ Achieved a 35% increase in student engagement by optimizing data ingestion workflows.
    • πŸš€ Drove a 25% improvement in learning outcomes and a 30% boost in positive response rates through retrieval quality feedback loops.

🧠 Key Projects:

  • UNETR 3D Abdomen Segmentation: Architected a volumetric segmentation pipeline using Vision Transformers (UNETR) on the BTCV dataset.
    • Achieved a 0.8027 Mean Dice Score for 13 distinct organs using compound Dice-Cross Entropy loss.
  • Neural Machine Translation: Developed a Transformer-based NMT model for English-Hindi translation.
    • Reached a SacreBLEU score of 62.48 and reduced Character Error Rate (CER) to 0.28.

Let's Connect!

I’m always up for a collaboration! Drop me a message! πŸ“©

LinkedIn | Email

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  1. Unetr_3D_Abdomen_Segmentation Unetr_3D_Abdomen_Segmentation Public

    Abdomen 3D Segmentation Using UNETR: Tool for segmenting abdominal organs using the UNETR model. Combines Transformers with CNNs for precise 3D segmentation. Dive into medical imaging! πŸ₯βœ¨πŸ”

    Python 2

  2. en-hi-nmt-transformer en-hi-nmt-transformer Public

    Transformer-based Neural Machine Translation (NMT) system for English-to-Hindi translation, implemented from scratch in PyTorch. Trained on the IIT Bombay corpus, achieving a SacreBLEU score of 62.48.

    Jupyter Notebook

  3. MDP_Optimal_Grid_Sim MDP_Optimal_Grid_Sim Public

    Explore the Gridworld Simulation πŸŒπŸš€! An agent navigates a 5x5 grid to maximize rewards, using the Value Iteration algorithm πŸ”„. Visualizations πŸ“Š show optimal paths and value convergence. Dive into d…

    Python

  4. 10_Arm_Testbed 10_Arm_Testbed Public

    Explore the 10-Arm Testbed Simulation! 🎲 Utilize Python to test various Ξ΅-greedy strategies in a reinforcement learning environment. Visualize and compare agents' performance as they balance explor…

    Python