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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:Groq Groq python Batch Processing
- Workflow:Openai Openai python Realtime Conversation
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Lm sys FastChat Distributed Model Serving
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
Principles
- Principle:CarperAI Trlx Synthetic Environment Design
- Principle:DistrictDataLabs Yellowbrick Feature Dropping Analysis
- Principle:Ollama Ollama ChatTemplate
- Principle:Apache Kafka Topic CLI Bootstrap
- Principle:Getgauge Taiko Gauge Project Setup
- Principle:Apache Flink Data Generation
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding and output composition
- Principle:Lance format Lance Data Ingestion
- Principle:Norrrrrrr lyn WAInjectBench Per Folder Image Detection
- Principle:ClickHouse ClickHouse Package Validation
Implementations
- Implementation:CrewAIInc CrewAI RAG XML Loader
- Implementation:Google deepmind Mujoco Filament Builtins
- Implementation:Tensorflow Tfjs Recurrent Layers
- Implementation:ClickHouse ClickHouse Musl Log Data
- Implementation:Astronomer Astronomer cosmos DbtVirtualenvBaseOperator
- Implementation:CARLA simulator Carla ConstantVelocityAgent
- Implementation:NVIDIA NeMo Curator Wikipedia Iterator
- Implementation:CrewAIInc CrewAI MongoDB Vector Search Tool
- Implementation:Google deepmind Mujoco Filament Context
- Implementation:Infiniflow Ragflow MetadataManageValuesModal Component
Heuristics
- Heuristic:NVIDIA NeMo Aligner Warning Deprecated Repository
- Heuristic:Bitsandbytes foundation Bitsandbytes CuBLAS Int8 Dimension Alignment
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
Environments
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:SeldonIO Seldon core GPU Inference Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment