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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:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Mlflow Mlflow Model Logging and Registry
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
Principles
- Principle:InternLM Lmdeploy Image Loading
- Principle:Guardrails ai Guardrails Guard Validator Composition
- Principle:Speechbrain Speechbrain Noisy Speech Data Preparation
- Principle:Fastai Fastbook Embedding Analysis
- Principle:Online ml River Prediction Anomaly Detection
- Principle:Confident ai Deepeval OpenAI Agents Instrumentation
- Principle:LaurentMazare Tch rs VarStore Initialization
- Principle:ChenghaoMou Text dedup Union Find
- Principle:Huggingface Transformers Context Parallelism
- Principle:Ray project Ray Cloud Cluster Provisioning
Implementations
- Implementation:FlowiseAI Flowise TagDialog
- Implementation:Webdriverio Webdriverio Options Types
- Implementation:Teamcapybara Capybara Edge Node
- Implementation:Avhz RustQuant BarrierOption
- Implementation:Spotify Luigi CascadingClient
- Implementation:Unslothai Unsloth MoE Ops
- Implementation:Alibaba MNN FlatBuffers IDL Gen General
- Implementation:DistrictDataLabs Yellowbrick ConfusionMatrix Visualizer
- Implementation:Speechbrain Speechbrain Train ESC50 Classification
- Implementation:Huggingface Diffusers ControlNet Img2Img Pipeline
Heuristics
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Facebookresearch Habitat lab DDPPO Straggler Preemption
- Heuristic:Fastai Fastbook Batch Size Selection
Environments
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Datahub project Datahub Python Ingestion
- Environment:Sgl project Sglang Performance Dashboard