Data & AI Engineer
1 day ago
Key Responsibilities
1. Data Infrastructure & Pipelines
- Build and maintain
data pipelines
for collecting, cleaning, and storing data from multiple sources - Design and manage
databases
for structured and time-series data - Create tools for
data validation, versioning, and ingestion
to ensure model-ready datasets. - Work closely with the Tech Lead to define
API interfaces
between the app and AI layer.
2. AI Model Development
- Develop and train models for:
- Scores and recommendations
- Predictive analytics
- Use both classical ML (regression, clustering) and neural approaches (LSTM, CNNs for time-series).
- Deploy models via
FastAPI / Flask APIs
for live inference in the app.
3. Analysis & Experimentation
- Run experiments to improve model accuracy and personalization.
- Collaborate with physiotherapists and sports scientists to interpret results and validate model logic.
- Create dashboards to visualize performance metrics and prediction accuracy.
- Iterate based on pilot feedback from real users and physio sessions.
4. Deployment & Scaling
- Manage
ML pipeline automation
for retraining and continuous improvement. - Ensure scalable, low-latency inference for user-facing features.
- Handle cloud storage and model versioning on
AWS / GCP
.
Ideal Background & Skills
Technical Stack:
- Languages:
Python (pandas, NumPy, scikit-learn, PyTorch/TensorFlow) - Data:
PostgreSQL / MongoDB / AWS S3 / BigQuery - APIs:
FastAPI, Flask - Cloud:
AWS / GCP (SageMaker, Lambda, EC2, Cloud Functions) - Pipelines:
Airflow / Prefect / custom ETL scripts - Visualization:
Matplotlib, Plotly, or Streamlit
Nice-to-Have:
- Familiarity with
wearable and sensor data
(accelerometer, HRV, GPS, power, etc.) - Experience with
time-series analysis, biomechanics, or exercise physiology - Knowledge of
recommendation systems
or
predictive analytics - Experience with
model deployment and MLOps
Soft Skills:
- Passion for
fitness, health, or sports performance - Strong communication — able to translate data science into plain English for non-technical teammates
- Comfortable with rapid prototyping and working in ambiguous early-stage environments
What You'll Get
- Ownership of the
entire AI backbone
of a next-generation fitness platform. - Freedom to experiment, deploy, and iterate models that directly impact users' health outcomes.
- Work in close collaboration with experts in health tech.
- Competitive pay + early-stage
equity options
.
-
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