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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:Neuml Txtai Semantic Search Pipeline
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:DevExpress Testcafe CLI Test Execution
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit LLM Int8 Inference
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:OpenRLHF OpenRLHF SFT Training
Principles
- Principle:Apache Dolphinscheduler RPC Service Contract Definition
- Principle:Apache Hudi Write Result Verification
- Principle:Online ml River KSWIN Drift Detection
- Principle:ClickHouse ClickHouse Third Party Dependency Management
- Principle:OpenRLHF OpenRLHF Pairwise Ranking Loss
- Principle:Openai Openai agents python Handoff Configuration
- Principle:LLMBook zh LLMBook zh github io SFT Training Execution
- Principle:Sdv dev SDV DayZ Multi Table Parameter Detection
- Principle:PrefectHQ Prefect AI Approval Gate
- Principle:Nautechsystems Nautilus trader Strategy Lifecycle
Implementations
- Implementation:Apache Druid Formatting And Array Manipulation
- Implementation:Apache Druid JsonInput
- Implementation:VainF Torch Pruning Measure Latency
- Implementation:Nautechsystems Nautilus trader BinanceClientConfig
- Implementation:Facebookresearch Audiocraft Export pretrained compression model
- Implementation:Alibaba MNN Protobuf Map Entry Lite H
- Implementation:Ollama Ollama Imagegen Safetensors Loader
- Implementation:LMCache LMCache Distributed API
- Implementation:Apache Airflow Database Connection Config
- Implementation:Ollama Ollama Convert Mistral Causal
Heuristics
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Kubeflow Pipelines Component URL Commit SHA Pinning
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
Environments
- Environment:Sgl project Sglang Runtime
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Tencent Ncnn Build Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Apache Airflow Development Contributor Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies