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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:Truera Trulens Snowflake Observability Pipeline
- Workflow:Spcl Graph of thoughts GoT Sorting Pipeline
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:Apache Kafka Topic Management
- Workflow:Pytorch Serve Model Deployment
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Guardrails ai Guardrails Server Deployment
Principles
- Principle:Spcl Graph of thoughts LLM Prompt Generation
- Principle:OpenRLHF OpenRLHF Rule Based Reward Functions
- Principle:Langfuse Langfuse Dataset Run Item Upsert
- Principle:OpenGVLab InternVL Vision Transformer Backbone
- Principle:Axolotl ai cloud Axolotl Distributed Environment Setup
- Principle:Risingwavelabs Risingwave Iceberg Catalog Operations
- Principle:Farama Foundation Gymnasium Observation Wrapping
- Principle:Infiniflow Ragflow Chunking Method Configuration
- Principle:Speechbrain Speechbrain Seq2Seq ASR Training
- Principle:Interpretml Interpret Visualization Environment Detection
Implementations
- Implementation:FlowiseAI Flowise MarketplaceCanvas
- Implementation:Microsoft Semantic kernel AddStepFromAgent
- Implementation:CrewAIInc CrewAI Enterprise API Spec Ko
- Implementation:Unslothai Unsloth GEMM Backward Kernels
- Implementation:Lucidrains X transformers DPO Policy Model Evaluation
- Implementation:Sgl project Sglang CPU MoE
- Implementation:Tensorflow Serving Tfrt Http Rest Api Handler Test
- Implementation:Hiyouga LLaMA Factory V1 Batching
- Implementation:Apache Spark Make Distribution
- Implementation:CARLA simulator Carla GlobalRoutePlanner Init
Heuristics
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:Huggingface Diffusers Guidance Scale Defaults
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
Environments
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Apache Flink Node Build Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Sgl project Sglang Prometheus
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Haifengl Smile Quarkus Serve Environment