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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:Apache Kafka Docker Image Release
- Workflow:OpenGVLab InternVL Benchmark Evaluation
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Triton inference server Server Custom Container Build
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Sail sg LongSpec Speculative Decoding Inference
Principles
- Principle:Eric mitchell Direct preference optimization Dataset Registration
- Principle:Huggingface Diffusers Model Publishing
- Principle:Openai Openai python Audio Playback
- Principle:OpenBMB UltraFeedback Critique Annotation
- Principle:Ggml org Llama cpp Sampler Chain Configuration
- Principle:Huggingface Optimum Task and Model Resolution
- Principle:Infiniflow Ragflow Document Upload
- Principle:Apache Paimon Data Retrieval
- Principle:Vllm project Vllm LoRA Request Creation
- Principle:Allenai Open instruct Beaker Experiment Launch
Implementations
- Implementation:Arize ai Phoenix Legacy Generate
- Implementation:Infiniflow Ragflow DatasetTagTable Component
- Implementation:Tensorflow Serving Thread Pool Factory
- Implementation:EvolvingLMMs Lab Lmms eval WavCaps Utils
- Implementation:Vibrantlabsai Ragas RubricsScoreV2
- Implementation:Haosulab ManiSkill RoboCasaStove
- Implementation:Langgenius Dify UseLog
- Implementation:Open compass VLMEvalKit MMLongBench
- Implementation:ARISE Initiative Robosuite MobileRobot
- Implementation:TobikoData Sqlmesh Generate Test
Heuristics
- Heuristic:InternLM Lmdeploy Max Batch Size Selection
- Heuristic:Liu00222 Open Prompt Injection PPL Threshold Tuning
- Heuristic:ArroyoSystems Arroyo Parallelism Configuration
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Kornia Kornia CPU GPU Branching Tip
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
Environments
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Apache Airflow Docker Container Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Sgl project Sglang Distributed
- Environment:Microsoft Playwright Platform Support Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Protectai Modelscan TensorFlow Optional