MHP – A Porsche Company

- Developing multimodal Retrieval Augmented Generation applications on company data with Large Language Models
- Building an LLM-based Quality Evaluator and ML-based Duplicate Detection Method for Software Bug Tickets

Data Scientist

Bosch Power Tools

- Implementation and evaluation of probabilistic deep learning models for demand forecasting on AWS SageMaker

Master Student Data Science

- Development of a tool for automated data analysis and visualization in SAP Analytics Cloud
- Implementation of time series forecasting and outlier detection models

Working Student Data Science

Mercedes-Benz AG

- Speeding up the assembly process by using machine learning to predict throughput times and errors on Azure Databricks
- Automation of graph visualization for the optimization of assembly analysis

Fraunhofer IPA

- Implementation and evaluation of a generative deep learning model for image data augmentation for cutting edge patterns
- Implementation of scientific papers in Python

Bachelor Student Deep Learning

MAHLE

- Analysis of engine data and application of machine learning for prediction in piston temperature measurement

Intern Data Analysis & IT Project Management

I make learning Data Science effortless for you | Data Science @ Bosch

Hi 👋🏻
I'm Banias, Data Scientist at MHP.

Applying new technologies and methods in Data Science is my passion.

Through my experience and continual learning, I've gained valuable insights and tips that I love sharing with Data Scientists, Machine Learning Engineers and builders like you.

If you're looking for practical advice, helpful resources, and articles on the latest trends or best practices in the field, you're in the right place.

Let's connect and stay updated on the exciting world of Data Science together. Feel free to reach out, read my articles, and let's grow our knowledge and network. :)


Note: My views are my own and don‘t represent my employer.

Banias Baabe

NVIDIA

•	Leadership experience of handling team of 50+ Engineers.
•	Experience providing technical expertise throughout the product life cycle including Requirements, Design, Development, Verification and Release. (Agile Methodology)
•	Hands on C programming, Linux Kernel, Android, Windows CE and RTOS. Linux Security Hardening, Functional Safety (ISO26262), and Cyber Security (ISO21434).
•	Provide technical leadership to teams and motivate, mentor and groom Leaders.
•	Commitment to meet deadlines and strategically align and adapt to business priorities.
•	Ability to effectively influence and communicate across multiple functions, across organization and customers.
•	Creativity and Innovation - 4 Patents granted by USPTO.
•	Strives for better workflow, process, and roadmap.
•	Demonstrated production quality BSP delivery to customers.
•	Experience working with Cross functional and global matrix teams.
•	Compelling Analytical, Logical Reasoning and debugging skills.

Senior Manager

Everything related to Automotive Safety (ISO26262) and Cyber Security (ISO21434).
1. Linux Security Hardening (SAST, Kernel Hardening, Toolchain Hardening, SELinux, dm-verity, fs-verify, Fuzzing, Threat Modeling, PEN Testing, Code Coverage etc.)
2. Linux Kernel Development and Upstream. (Android and Linux for Tegra)
3. Linux Kernel Memory Management.
4. Chip bring up production activities.
5. SWPM, Scrum Master, and SWQM for Automotive Safety and Security Project. (QNX)
6. Linux Kernel ABI Monitoring and Enforcement.

Senior Manager System Software

1. SWPM, Scrum Master and SWQM for Automotive Safety and Security Project(JIRA, JAMA, Understand, MISRA-C, Coverity, Cyclomatic Complexity, Cantata, Threat Modelling, HEAVEN's sheet, REQTIFY, FMEA sheet and CERT-C)
2. Embedded System Software developement for Automotive, Tablets, TVs, VRs etc.
3. Android-O Treble developement from Kernel, Boot loader and Device Tree side.
4. Linux Kernel (K4.9, K4.14, K5.0) device driver developement for Tegra Chips.
5. UVM - Unified Virtual Memory.
6. Linux Kernel Upstream.

Manager System Software

•	Machine Learning and Computer Vision.
•	Develop ADSP OS ( Based on Little Kernel OS) Firmware for Tegra Audio Processing Engine.
•	GPU, Host1x, Memory software development for Tegra SoC.
•	CpuFreq governor, Activity Monitor, EAS.
•	Ambient Light Sensor and Proximity Sensor Linux Kernel and Android HAL driver.
•	Power Management tasks,
•	Kernel up gradation.
•	Stress and Stability issues.
•	Tracking and fixing coverity and sparse defects in Linux Kernel daily.
•	Power and Performance gatekeeper before any changes are submitted.
•	Customer interaction and Misc Bug fixes – adhoc issues
--------------------------------------------------------------------------------------------------------------
-	Project Management – Planning, Organizing, Staffing, Directing, Design, Testing, Execution, Deployment and Maintenance.
-	Leading High level and Low level design.
-	Strategically align team towards common goal.
-      Hands on Coverity and MISRA-C
-	Training and Mentoring team members.
-	Collecting Weekly status update and drive tasks to reach release milestones.
-	Updating status, risks, issues and suggestions to top management and mitigation plan.
-	Review and Approve Gerrit changes within team and for other developer’s Kernel and Android changes.
-	Ensure that production quality code is written.
-	More emphasis on Performance per Watt (Power) for each change going in.
-	Preparing Test plan and unit test cases.
-	Encouraging team to write as many detailed wikis for the modules and tasks being done.
-	Setting Key Objective and Key Performance Indicators for team.
-	Risk Monitor and Mitigation for each of the tasks in hand in terms of resources, tasks, tools, dependencies etc.
-	Encourage team for filing patents.
-	Performance assessment and real time feedback to team.
-	Matrix management.

Section Manager  System Software

Design and Develop Linux Kernel Device Driver for Android Smartphone and Tablets.

Lead System Software Engineer

- Linux  Device Driver Developer for Android.
- Responsible for Windows CE/Mobile BSP developement.
- Developed Device Drivers for SD, Backlight, Display, Scrollwheel, Camera, Bluetooth Audio router and gamepad HID.
- Configuration Files
- uldrui for Windows Mobile
- Understanding of OAL and Bootloader
- Platform Builder Tools.

Sr. Software Engineer

Software Engineer

LG Soft India

1. Developed Multimedia Messaging Service for various clients.
2. Developed aaplications like Phonebook based on PDK for LG.

•	Experience providing technical expertise throughout the product life cycle including Requirements, Design, Development, Verification, and Release. (SDLC and Agile)
•	Hands-on C programming, Linux Kernel, Android, Windows CE, and RTOS. Linux Security Hardening and CyberSecurity (ISO21434).
•	Provide technical leadership to teams and motivate mentor and groom Leaders.
•	Commitment to meet deadlines and strategically align and adapt to business priorities.
•	Ability to effectively influence and communicate across multiple functions, organizations, and customers.
•	Loves Creativity and innovation - 4 Patents granted by USPTO.
•	Strives for better workflow, process, and roadmap.
•	Demonstrated production quality BSP delivery to customers.
•	Experience working with Cross-functional and global matrix teams.
•	Compelling Analytical, Logical Reasoning, and debugging skills.
.        Linux Security Hardening.

taplio

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Banias Baabe

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