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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:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Triton inference server Server Quickstart Model Deployment
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Pytorch Serve LLM Deployment vLLM
Principles
- Principle:Openai CLIP Linear Probe Feature Extraction
- Principle:Mlflow Mlflow Parameter Logging
- Principle:Sgl project Sglang Multimodal Prompt Construction
- Principle:Apache Shardingsphere Versioned Change Persistence
- Principle:NVIDIA DALI Pipeline Definition
- Principle:Apache Flink Async Sink Configuration
- Principle:ARISE Initiative Robosuite Mobile Base Velocity Control
- Principle:Intel Ipex llm Document Chunking
- Principle:Wandb Weave LLM Call Interception
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
Implementations
- Implementation:Datajuicer Data juicer ImageFaceRatioFilter
- Implementation:Cypress io Cypress RewriteJs
- Implementation:Infiniflow Ragflow Agent Constants
- Implementation:Vespa engine Vespa Feed Client API ABI Spec
- Implementation:Avhz RustQuant Portfolio
- Implementation:Online ml River Imblearn HardSampling
- Implementation:Guardrails ai Guardrails Structured Data Utils
- Implementation:Huggingface Datatrove ParquetReader
- Implementation:Axolotl ai cloud Axolotl Do Merge Lora
- Implementation:Tensorflow Serving Multi Inference Helper Test
Heuristics
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Fede1024 Rust rdkafka Main Queue Poll Interval
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Turboderp org Exllamav2 Attention Backend Selection
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
Environments
- Environment:Apache Druid Web Console Development
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Bentoml BentoML Triton Inference Server
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Huggingface Datatrove Python Runtime
- Environment:Huggingface Peft GPU Hardware Detection