Salih Siddiqi - Senior Machine Learning Engineer - Holi GmbH | Himalayas
Salih SiddiqiSS
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Salih Siddiqi

@salihsiddiqi

Senior Machine Learning Engineer specializing in AI and data-driven solutions.

Germany

What I'm looking for

I seek a dynamic role where I can leverage my AI expertise to drive impactful projects and foster innovation within a collaborative team.

I am a Senior Machine Learning Engineer with a strong background in developing innovative AI solutions that drive social impact. My experience spans building advanced machine learning models, including RAG pipelines and generative AI systems, which have significantly enhanced search performance and user engagement. I thrive on transforming complex data into actionable insights, leveraging technologies like PyTorch, TensorFlow, and various cloud platforms.

Throughout my career, I have successfully led projects that integrate multimodal data and advanced algorithms to create personalized experiences. My work at Holi GmbH, for instance, involved developing a sophisticated RAG chatbot that utilizes real-time data to provide context-aware responses. I am passionate about mentoring teams and fostering a collaborative environment to push the boundaries of what's possible in machine learning and AI.

Experience

Work history, roles, and key accomplishments

HG
Current

Senior Machine Learning Engineer

Holi GmbH

May 2024 - Present (1 year 1 month)

Built RAG pipelines using vLLM, Typesense with real-time streaming, and PEFT fine-tuning of open-weight models, boosting search performance by 40%. Spearheaded diffusion-based pipelines and advanced TTS to transform natural language prompts into rich multimedia content, leveraging agentic frameworks and vector databases to create autonomous agents.

SG

Senior Machine Learning Engineer

StudySmarter GmbH

Oct 2021 - Present (3 years 8 months)

Built a search engine using transformer-based semantic vectorization in ElasticSearch and deployed a two-tower neural network to boost content relevance by 30%. Developed conversational AI engines using GPT-like models, implementing features like Explain-AI, Exam-AI, and Mind Maps, employing prompt engineering, PEFT, and RAG for personalized learning.

JG

Machine Learning Engineer

JustWatch GmbH

Oct 2019 - Present (5 years 8 months)

Developed an unsupervised learning system to address user-level cold start challenges, boosting key performance indicators by 10%. Introduced a Transformer-based hybrid recommendation engine for streaming content, increasing personalized suggestions and discovered content by 36%, and achieved 10x speed improvements in collaborative filtering via GPU-accelerated ALS/Matrix Factorization.

CG

Team Lead

CDS Group

Apr 2016 - Present (9 years 2 months)

Led a team of four engineers to drive end-to-end product development and technical strategy, ensuring solutions aligned with long-term business objectives. Managed the entire product lifecycle from requirements gathering to production deployment, while ensuring technical strategies supported CDS Group’s long-term goals.

Confiz Limited logoCL

Software Engineer

Confiz Limited

Jul 2014 - Present (10 years 11 months)

Contributed to an award-winning email and audience development solution for top-tier publishers, enhancing targeted campaign delivery and optimizing user engagement through robust architecture and implementation. Developed a comprehensive Android application serving as a digital medical directory, enabling remote diagnosis by efficiently matching patient symptoms with relevant healthcare providers

ICI Pakistan Limited logoIL

Software Development Intern

ICI Pakistan Limited

May 2013 - Present (12 years 1 month)

Worked on the integration of SAP and Microsoft SharePoint. Contributed to streamlining business processes through effective system integration.

Education

Degrees, certifications, and relevant coursework

Albert-Ludwigs-Universität Freiburg logoAF

Albert-Ludwigs-Universität Freiburg

MS Computer Science, Computer Science

Specialized in Cognitive Technical Systems, focusing on Machine Learning, Reinforcement Learning, Computer Vision, and Deep Natural Language Processing. Gained expertise in areas such as Information Retrieval, Robotics, Recommendation Systems, and Distributed Systems.

National University of Computer and Emerging Sciences (FAST-NU) logoN(

National University of Computer and Emerging Sciences (FAST-NU)

BS Computer Science, Computer Science

Completed a Bachelor of Science in Computer Science. The program provided a foundational understanding of computer science principles and practices.

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