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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:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Huggingface Diffusers Video Generation
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Run llama Llama index Embedding Finetuning
Principles
- Principle:Huggingface Optimum Reversible Transformation
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:Datajuicer Data juicer Operator Package Registration
- Principle:Apache Kafka Coordinator Metadata Propagation
- Principle:Fede1024 Rust rdkafka Cluster Metadata Inspection
- Principle:Google research Deduplicate text datasets Cross Dataset Duplicate Detection
- Principle:Lucidrains X transformers Segment Level Recurrence
- Principle:Run llama Llama index Query Engine Creation
- Principle:Ollama Ollama GGUF Model Conversion GlmOcr
- Principle:DevExpress Testcafe Configuration Loading
Implementations
- Implementation:Langchain ai Langchain ToolsIntegrationTests
- Implementation:Hpcaitech ColossalAI Trainer Callback Base
- Implementation:AUTOMATIC1111 Stable diffusion webui FrozenCLIPEmbedderWithCustomWords forward
- Implementation:Pyro ppl Pyro RSA Schelling
- Implementation:Fede1024 Rust rdkafka Producer Send Offsets To Transaction
- Implementation:Openai Openai python Container List Params
- Implementation:Microsoft Agent framework Edge Condition Function Pattern
- Implementation:Vllm project Vllm Backend Request Func
- Implementation:Pytorch Serve Auto Benchmark
- Implementation:Tencent Ncnn CMake Vulkan Enable
Heuristics
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
Environments
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Togethercomputer Together python Fine Tuning Data Requirements
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Langgenius Dify Python Backend Environment
- Environment:OpenGVLab InternVL Flash Attention 2