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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
Principles
- Principle:Apache Airflow Task Communication
- Principle:Run llama Llama index Batch Evaluation Setup
- Principle:Huggingface Datasets XML Dataset Building
- Principle:Togethercomputer Together python Client Initialization
- Principle:PacktPublishing LLM Engineers Handbook Quantized Model Loading
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
- Principle:Heibaiying BigData Notes HBase Connection Creation
- Principle:Tensorflow Tfjs BPE Tokenization
- Principle:Google deepmind Mujoco Simulation Options Initialization
- Principle:Datahub project Datahub Protobuf Schema Conversion
Implementations
- Implementation:FlagOpen FlagEmbedding LLARA Finetune Modeling
- Implementation:Scikit learn Scikit learn SAG Solver
- Implementation:Tensorflow Serving Tfrt Classifier Test
- Implementation:Pyro ppl Pyro Distribution Utilities
- Implementation:Haosulab ManiSkill BoundingCylinder
- Implementation:ARISE Initiative Robosuite Robotiq85Gripper
- Implementation:Ollama Ollama Serve
- Implementation:NVIDIA DALI GPU Affinity
- Implementation:Roboflow Rf detr Model Train
- Implementation:Avhz RustQuant ActivationFunctions
Heuristics
- Heuristic:Wandb Weave Retry And Error Handling
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix CuDNN Benchmark Scale Width
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Apache Airflow Database Lock Handling
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Helicone Helicone Wrangler CLI
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Recommenders team Recommenders Spark Environment
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Run llama Llama index OpenAI API Configuration