Muhammad Hamza Usmani
GTM - EMEA Amazon Bedrock @ AWS
Amazon Web Services (AWS)GTM Index
- AMAZON WEB SERVICES (AWS)JOB
- Specialist GTM Solutions A…1Y 5M
Specialist GTM Solutions Architect AI/ML
Amazon Web Services (AWS)
- VOLKSWAGEN GROUPJOB
- Specialist Solutions Archi…1Y 8M
Specialist Solutions Architect - GenAI
Volkswagen Group
Enabling VW to utilize text base Generative AI Solutions (LLMs): • Evaluating open-source & closed source solutions for enterprise use cases • Architecture and implementation of LLM as a Service together with complementary products (LLM as a Service, Co-pilot, RAG Factory) • Consulting top management on GenAI topics • Steering subject matter experts on enterprise relevant topics
- Machine Learning Eng (AI i…2Y 10M
Machine Learning Engineer (AI in Manufacturing Topics)
Volkswagen Group
This project enables VW brands to save multi-million dollars in manufactured component recalls. My responsibilities and contributions in the project were: • Lead a team of 5 engineers • Responsible for all techno-functional requirements and project planning in liaison with all internal, external stakeholders • Responsible for leading algorithm development, and evaluation by domain experts • Responsible for making scientific ML/DL algorithms productive • Architect-ed and implemented ML development and inference pipelines • Improvements in ML algorithms that resulted in reducing inference time of algorithms by 10x and reduced the memory footprint by 30x • Improvements in development infrastru…
- Machine Learning Eng (NLP…2Y
Machine Learning Engineer (NLP Topics)
Volkswagen Group
Worked on multiple projects with NLP focus. • Engineering data pipelines on IBM DB-2 & elastic search. Developed efficient NLP processing pipelines and implemented classical ML algorithms to identify common issues in customer workshop visits. Over 80M data points were summarized in Kibana dashboards • Engineered ticket routing solution for VW electrical development department. This projected helped expedite pre-production issues on serial production car models • Developed unsupervised, affinity analysis-based solution to find rules/"error fingerprints" to identify quality issues • Developed reporting solution on special projects for C-level VW group executives • Steered, facilitated and gui…
- Master Thesis Student8M
Master Thesis Student
Volkswagen Group
- Master thesis student at VW-Datalab (Volkswagen Group) in collaboration with Fraunhofer-AISEC. • Worked on deep generative modeling techniques (GANs). • Developed novel approach (D2-GAN) to find anomalies by extending GAN framework. Developed extension enables to find anomalies using GANs in semi-supervised setting. • Developed approach to train neural network from classical ML method. • Evaluated developed D2-GAN on well-known datasets, and validated that developed technique achieved comparable accuracies to state-of-the-art anomaly detection methods. Thesis Title: Anomaly Detection Using Generative Adversarial Networks Thesis grade: 1.0 Tools & Technologies used: Python, TensorFlow
- DIGITAL PRODUCT SCHOOL BY UNTERNEHMERTUMJOB
- Artificial Intelligence Eng2M
Artificial Intelligence Engineer
Digital Product School by UnternehmerTUM
A three-month internship program focused on design thinking. - Worked in interdisciplinary, international team led by SAP to develop machine learning/artificial intelligence use cases using user design thinking based approaches. - Acquired open-source data, cleaned and processed data for machine learning models. - Developed machine learning based models, mainly ensemble based techniques for automotive insurance domain with SAP.
- WOM.BYJOB
- Werkstudent3M
Werkstudent
WOM.by
- Intern2M
Intern
WOM.by
Product Development.
- TECHLOGIXJOB
- Software Eng1Y 3M
Software Engineer
Techlogix
- CMPAK, PAKISTANJOB
- Summer Intern1M
Summer Intern
CMPak, Pakistan
Internship at IT department, Zong (CM-PAK). I was responsible for maintaining server health, reporting server statuses, and basic server configurations during my internship.
- Job: Amazon Web Services (AWS) — Specialist GTM Solutions Architect AI/ML · 2025-05 – present · 1y 3mo
- Job: Volkswagen Group — Specialist Solutions Architect - GenAI · 2023-07 – 2025-03 · 1y 8mo — Enabling VW to utilize text base Generative AI Solutions (LLMs): • Evaluating open-source & closed source solutions for enterprise use cases • Architecture and implementation of LLM as a Service together with complementary products (LLM as a Service, Co-pilot, RAG Factory) • Consulting top management on GenAI topics • Steering subject matter experts on enterprise relevant topics
- Job: Volkswagen Group — Machine Learning Engineer (AI in Manufacturing Topics) · 2020-07 – 2023-05 · 2y 10mo — This project enables VW brands to save multi-million dollars in manufactured component recalls. My responsibilities and contributions in the project were: • Lead a team of 5 engineers • Responsible for all techno-functional requirements and project planning in liaison with all internal, external stakeholders • Responsible for leading algorithm development, and evaluation by domain experts • Responsible for making scientific ML/DL algorithms productive • Architect-ed and implemented ML development and inference pipelines • Improvements in ML algorithms that resulted in reducing inference time of algorithms by 10x and reduced the memory footprint by 30x • Improvements in development infrastru…
- Job: Volkswagen Group — Machine Learning Engineer (NLP Topics) · 2018-07 – 2020-07 · 2y — Worked on multiple projects with NLP focus. • Engineering data pipelines on IBM DB-2 & elastic search. Developed efficient NLP processing pipelines and implemented classical ML algorithms to identify common issues in customer workshop visits. Over 80M data points were summarized in Kibana dashboards • Engineered ticket routing solution for VW electrical development department. This projected helped expedite pre-production issues on serial production car models • Developed unsupervised, affinity analysis-based solution to find rules/"error fingerprints" to identify quality issues • Developed reporting solution on special projects for C-level VW group executives • Steered, facilitated and gui…
- Job: Volkswagen Group — Master Thesis Student · 2017-10 – 2018-06 · 8 mo — - Master thesis student at VW-Datalab (Volkswagen Group) in collaboration with Fraunhofer-AISEC. • Worked on deep generative modeling techniques (GANs). • Developed novel approach (D2-GAN) to find anomalies by extending GAN framework. Developed extension enables to find anomalies using GANs in semi-supervised setting. • Developed approach to train neural network from classical ML method. • Evaluated developed D2-GAN on well-known datasets, and validated that developed technique achieved comparable accuracies to state-of-the-art anomaly detection methods. Thesis Title: Anomaly Detection Using Generative Adversarial Networks Thesis grade: 1.0 Tools & Technologies used: Python, TensorFlow
- Job: Digital Product School by UnternehmerTUM — Artificial Intelligence Engineer · 2017-05 – 2017-07 · 2 mo — A three-month internship program focused on design thinking. - Worked in interdisciplinary, international team led by SAP to develop machine learning/artificial intelligence use cases using user design thinking based approaches. - Acquired open-source data, cleaned and processed data for machine learning models. - Developed machine learning based models, mainly ensemble based techniques for automotive insurance domain with SAP.
- Job: WOM.by — Werkstudent · 2016-10 – 2017-01 · 3 mo
- Job: WOM.by — Intern · 2016-08 – 2016-10 · 2 mo — Product Development.
- Job: Techlogix — Software Engineer · 2014-06 – 2015-09 · 1y 3mo
- Job: CMPak, Pakistan — Summer Intern · 2012-06 – 2012-07 · 1 mo — Internship at IT department, Zong (CM-PAK). I was responsible for maintaining server health, reporting server statuses, and basic server configurations during my internship.
- School: Technical University Munich — Master’s Degree, Computer Science
- School: National University of Computer and Emerging Sciences — Bachelor of Science (BSc), Computer Science
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