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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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| Category | Description | Browse |
|---|---|---|
| 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:Kserve Kserve LLM Inference Serving
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Iterative Dvc Plot Visualization
- Workflow:DataTalksClub Data engineering zoomcamp Kestra ETL Pipeline
- Workflow:Intel Ipex llm QLoRA Finetuning
Principles
- Principle:FMInference FlexLLMGen Model Compression Configuration
- Principle:Langchain ai Langgraph Graph Execution
- Principle:Risingwavelabs Risingwave Sink Data Delivery
- Principle:Getgauge Taiko Runtime Configuration
- Principle:Microsoft LoRA BPE Text Decoding
- Principle:Ollama Ollama Integrity Verification
- Principle:Online ml River CluStream Clustering
- Principle:Webdriverio Webdriverio Service Initialization
- Principle:SeldonIO Seldon core Production Traffic Monitoring
- Principle:Nightwatchjs Nightwatch Page Object Structure
Implementations
- Implementation:Ggml org Llama cpp Llama Memory Seq Pos Max
- Implementation:Microsoft Onnxruntime LrScheduler
- Implementation:Ollama Ollama Mtmd MiniCPMV
- Implementation:Apache Flink FileWriter PrepareCommit
- Implementation:MaterializeInc Materialize ResolvedImage Fingerprint
- Implementation:CARLA simulator Carla BufferPool
- Implementation:Tensorflow Serving Build Signature Def
- Implementation:Apache Paimon Ray Init
- Implementation:Protectai Modelscan ModelScan Scan
- Implementation:FlagOpen FlagEmbedding Embedding Similarity Scoring
Heuristics
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Wandb Weave Batch Processing Tuning
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Avhz RustQuant Discretization Scheme Selection
Environments
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Huggingface Trl Quantization Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Lm sys FastChat GPU CUDA Inference