Required tools and skills:
- Python
- NumPy
- pandas
- scikit-learn
- PyTorch or TensorFlow or JAX
- Q-Learning
- Deep Q-Learning versus Proximal Policy Optimization
- Proximal Policy Optimization (PPO)
- Linux
- Git
- Spark, Kafka, or Hadoop. Cribl
Desired tools and skills:
- LLV Clustering
- LoRA / QLoRA fine-tuning
- Vector databases
- Retrieval-augmented generation (RAG)
- Docker
- Kubernetes
- AWS or Azure or GCP
- Security certifications (e.g., Security+)
- Capture the Flag (CTF) platforms: Hack The Box, TryHackMe
- AI/ML competition platforms: Kaggle