Salih Siddiqi
@salihsiddiqi
Senior Machine Learning Engineer specializing in AI and data-driven solutions.
What I'm looking for
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
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.
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.
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.
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.
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
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
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)
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.
Tech stack
Software and tools used professionally
Apache Spark
GitLab
SonarQube
Kubernetes
Jenkins
React Native
Jupyter
NumPy
Pandas
PostgreSQL
Hadoop
Microsoft SharePoint
Django
Spring Boot
Ruby on Rails
Next.js
.NET
Spring Framework
Phalcon
GraphQL Mesh
Redis
Terraform
Jira
Java 8
AngularJS
Java
PHP
Java EE
TensorFlow
PyTorch
scikit-learn
Streamlit
Kafka
RabbitMQ
FastAPI
Grafana
Prometheus
iOS
Gemini
GraphQL
gRPC
Elasticsearch
Typesense
Oathkeeper
Mapped
CUDA
SQL
SciPy
Hugging Face
Dagster
PostHog
Apache Wicket
Availability
Location
Authorized to work in
Website
ConfiZ.comSkills
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