MSc Data Science student · Student Trainee @ Bosch Global Software Technologies · India
Computer Vision · AI Agents · Machine Learning · Time Series · Sensor Fusion
Open to research collaborations and freelance opportunities
Student Trainee · Bangalore · Aug 2026 – May 2027
Working on applied AI within an automotive software engineering team — building agent-based tooling to support internal engineering workflows. Details are under wrap, but the work sits at the intersection of LLM systems and production embedded software.
Self-calibrating IMU framework for retrofit vehicle safety warnings — MSc thesis, in progress
- Self-calibrates an arbitrarily mounted IMU — no fixed orientation or OEM sensor access required
- Estimates vehicle state by fusing IMU + GNSS + OBD-II data streams
- Aimed at bringing safety-warning capability to vehicles that shipped without it
- Embedded stack: ESP32, PlatformIO, I2C/SPI
Status: In development
Adaptive real-time traffic detection and analytics system
- YOLOv8-based adaptive vehicle detection across varying traffic conditions
- End-to-end Python pipeline spanning 15+ libraries
- Cinematic terminal presentation layer with ASCII-safe rendering and live responsiveness
- Designed with smart-city and IoT-ready deployment in mind
Status: Complete
Big data analysis of the stability–instability paradox
- Multi-source pipeline: 6 datasets, 190+ countries, 1946–2024
- Panel fixed-effects regression, Granger causality, and K-Means clustering
- Bootstrap and out-of-sample validation for robustness
Status: Complete
Streamlit app that helps students work through NLP concepts
- Built on the Anthropic API with prompt engineering for structured, explainable output
- Covers parsing, tagging, and language-model fundamentals from coursework
Status: Complete
Languages: Python · C/C++ · R · SQL
ML & CV: Scikit-learn · TensorFlow · Keras · XGBoost · YOLOv8 · K-Means · DBSCAN · PCA
GenAI: LLM agents · RAG pipelines · prompt engineering · Streamlit · Anthropic API
Time Series: ARIMA · SARIMA · Exponential Smoothing · ADF testing
Statistics: Panel regression · Granger causality · bootstrap validation · hypothesis testing · statsmodels
Embedded & IoT: ESP32 · Arduino/PlatformIO · I2C/SPI · IMU/GNSS/OBD-II sensor fusion
Data & Viz: Pandas · NumPy · Hadoop · Tableau · Power BI · Matplotlib · Seaborn · Plotly · ggplot2
Algorithms: CLRS-based DSA · graph algorithms · MST · shortest path
Other: Git · Linux · ReportLab · R Markdown · Quarto
- Agentic architectures and retrieval systems for technical domains
- Sensor fusion and state estimation for the thesis work
- Applied computer vision beyond Street Sense
- LinkedIn: www.linkedin.com/in/sam-davis-t
- Email: samdavis.t@gmail.com
Open to research collaborations and freelance work in data science, CV, and applied AI.
- 🏍️ Avid rider — bikes, mechanics, and the culture around it
- 🎥 Video production and general shooting on the side