Muhammad Iqbal
@muhammadiqbal8
Senior AI/ML engineer building production-grade LLM systems, RAG, and real-time ML pipelines.
What I'm looking for
I am a Senior AI/ML engineer with 7+ years designing and shipping production-grade AI systems for US-based companies, specializing in LLM architectures, RAG systems, multi-agent AI, and real-time ML pipelines.
I have led migrations to Kubernetes and AWS EKS, built end-to-end MLOps platforms, and fine-tuned open-source LLMs using parameter-efficient techniques such as LoRA to balance performance and cost.
My work spans finance, SaaS, and enterprise domains, delivering TB-scale data processing, model observability, drift detection, and reusable ML components to drive operational excellence and measurable business outcomes.
Experience
Work history, roles, and key accomplishments
Senior AI/ML Engineer
Pienso
Oct 2023 - Present (2 years 5 months)
Architected production-grade LLM-powered text analytics and RAG knowledge assistants, migrated ML workloads to Kubernetes/EKS, and built an end-to-end MLOps platform to enable automated training, deployment, and monitoring for enterprise-scale models.
Machine Learning Engineer
DeepSig, Inc.
Jul 2020 - Sep 2023 (3 years 2 months)
Developed real-time ML models and deep learning NLP/signal processing pipelines for large-scale wireless systems, implemented CI/CD for model deployment, and optimized inference pipelines to improve latency and throughput.
AI Engineer
Achievion Solutions
Mar 2018 - Jun 2020 (2 years 3 months)
Transitioned backend systems to AI-driven automation, built predictive analytics and Spark-based ETL pipelines, and standardized containerized deployment strategies to scale ML workloads for startups and scaleups.
Education
Degrees, certifications, and relevant coursework
Unknown
Bachelor of Science, Computer Science
Completed a Bachelor of Science in Computer Science, graduating in February 2018.
Tech stack
Software and tools used professionally
Apache Spark
GitHub
Kubernetes
Jenkins
GitHub Actions
NumPy
Pandas
PySpark
PostgreSQL
MongoDB
Gmail
Databricks
Redis
Terraform
Python
TensorFlow
PyTorch
MLflow
scikit-learn
Streamlit
DeepSpeed
Kafka
FastAPI
GraphQL
Serverless
Time Analytics
s3-lambda
SQL
Hugging Face
LangChain
Weaviate
Pinecone
Tecton
Feast
Delta Lake
JAX
Stable Diffusion
Midjourney
ONNX Runtime
Bash
Scale AI
Faiss
PEFT
Dynamic
Stack AI
Bridge
Availability
Location
Authorized to work in
Job categories
Skills
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