Karan Anchan

Karan Anchan

Machine Learning Engineer
Germany
Kannada, Hindi, English, Arabic, German

نبذة عني

I am a Master of Science student in Computer Science and Specialization in Artificial Intelligence at the Albert Ludwigs University of Freiburg, Germany. My professional focus lies in Generative AI, Machine Learning Oper…

الخبرة

Machine Learning Intern

Wizdom Ed, Mangaluru, India
Oct 2023 - Dec 2023 · 2 أشهر

Designed a personalized learning system utilizing Retrieval-Augmented Generation (RAG) for knowledge embedding in large language models, resulting in increase of student positive scores by 78% and boosting understanding of practice problems by 55% compared to not using the system.
Gained hands-on experience across the ML development pipeline, focusing on adding knowledge base embeddings to enhance the context retrieval and subject understanding of LLMs.
Identified and avoided critical knowledge gaps present in subject coverage, resulting in a 25% improvement in the scope of learning outcomes.
Consistently delivered clear progress presentations.
Actively participated in stakeholder discussions.

MACHINE LEARNING INTERN

WIZDOM ED
Oct 2023 - Dec 2023 · 2 أشهر

Designed a personalized learning system utilizing Retrieval-Augmented Generation (RAG) for knowledge embedding in large language models, Gained hands-on experience across the ML development pipeline, Identified and avoided critical knowledge gaps present in subject coverage

Thesis

Artificer: Fusing Diffusion Processes with Linguistic Compositional Planning for Text-Conditioned 3D Generation

Designed and implemented the Artificer framework, an approach for generating high-fidelity 3D models from text descriptions by integrating diffusion processes with linguistic compositional planning.
Introduced Variational Score Distillation (VSD) and leveraged large language models (LLMs) within the Recaption, Plan, and Generate (RPG) framework to enhance compositional reasoning, achieving a 34% improvement in sample diversity and photorealism over state-of-the-art methods.

الشهادات

Machine Learning Operations

Duke University · Mangalore, India · 2024

Machine Learning Specialization

Stanford University · Mangalore, India · 2023

المهارات

بايثون (لغة برمجة) الرؤية الحاسوبية باي تورش تينسور فلو التعلم العميق تعلم الآلة معالجة اللغة الطبيعية تحليلات البيانات JavaScript SQL C++ Git GitHub Docker Weights & Biases Garuda Linux Windows Ubuntu VS Code PyTorch MONAI Scikit-Learn Azure Amazon AWS HuggingFace MLflow Chroma DB Llama Index Power BI Matplotlib Generative Artificial Intelligence Retrieval Augmented Generation (RAG) MLOps Data Visualization Data Analysis Cloud Computing Communication Management Research Adaptability Problem Solving Critical Thinking Presentation Teamwork Time Management
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