Senior Data Scientist
- Verfügbarkeit einsehen
- 0 Referenzen
- 1€/Stunde
- 1000 Sofia
- auf Anfrage
- bg | en | de
- 21.09.2022
Kurzvorstellung
Qualifikationen
Projekt‐ & Berufserfahrung
2/2017 – offen
Tätigkeitsbeschreibung
Delivered machine learning projects from problem discovery to production for the following applications:
● Robotic control system using learning from human demonstration
● Camera-based vehicle damage detection and inspection of warehouse containers using deep learning
● Computer vision based product verification and detection
● Natural language models for chat support
● Bot failure prediction and anomaly detection using time series models
Developed cloud infrastructure for large-scale data processing, model training and lifecycle management (Kubernetes, Cloud GPU/TPU, GCP BigQuery, Storage, Tensorflow, Beam)
Two patent filings, consultancy of other teams in numerous robotics, computer vision and time series projects.
Google Cloud, Python, Tensorflow
9/2015 – 1/2017
Tätigkeitsbeschreibung
Developed a platform for distributed training of reinforcement learning and deep learning algorithms in Lua/ Torch running on 10K+ machines on Google Cloud infrastructure used by several groups in the company.
Designed algorithmic changes for improving the data-efficiency and scalability of reinforcement learning algorithms and achieving state-of-the-art results in dexterous manipulation benchmarks.
First-author paper submission and a patent filing, “[...]”, P. et al., 2017.
Created techniques for using demonstration data, reward shaping and starting state exploration bootstrapping.
Python
10/2009 – 12/2014
TätigkeitsbeschreibungEnwicklung von Handelssystemen
Eingesetzte QualifikationenSoftwareentwicklung (allg.)
Ausbildung
Mannheim
Über mich
Weitere Kenntnisse
Data science and engineering:
Deep learning, computer vision, reinforcement learning, NLP, time series forecasting, predictive analytics, anomaly detection
Tensorflow, Torch, Jupyter, pandas, NumPy, Keras, scikit-learn, Spark, Beam
Cloud:
GCP (Kubernetes Engine, Compute Engine, Storage, BigQuery, StackDriver, BigTable, Vision, etc.),
AWS (EC2, S3, ECS, etc..)
Containers and orchestration:
Kubernetes, Docker
Databases:
MySQL, Redis, Microsoft SQL, BigQuery, Bigtable
Project Management:
Scrum, Kanban
Other specialisations:
Trading systems, derivatives pricing, risk management Low-latency computing, distributed computing, Blockchain, large-scale data processing and model training, physics simulation
Persönliche Daten
- Englisch (Fließend)
- Deutsch (Fließend)
- Bulgarisch (Muttersprache)
- Europäische Union
- Schweiz
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