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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:Apache Druid Batch Data Ingestion
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Pytorch Serve Model Deployment
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Interpretml Interpret Blackbox Model Explanation
Principles
- Principle:Eventual Inc Daft Delta Lake Writing
- Principle:Eventual Inc Daft Iceberg Writing
- Principle:Tencent Ncnn Vulkan Inference Configuration
- Principle:EvolvingLMMs Lab Lmms eval Task Selection
- Principle:PrefectHQ Prefect Webhook Driven Flow Resumption
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:Ollama Ollama Compute Graph System
- Principle:Promptfoo Promptfoo Quality Gate Enforcement
- Principle:Ollama Ollama MLXRunner Architecture
- Principle:Cleanlab Cleanlab Label Issue Ordering
Implementations
- Implementation:Facebookresearch Habitat lab InfoDict Utils
- Implementation:Openai Openai python Vector Store Create Params
- Implementation:Hiyouga LLaMA Factory KTransformers Integration
- Implementation:FlagOpen FlagEmbedding Matryoshka Self Distillation Modeling
- Implementation:Openai Openai python File Object Model
- Implementation:Langchain ai Langgraph Public Constants
- Implementation:Cohere ai Cohere python AwsClassification
- Implementation:InternLM Lmdeploy RequestLogger
- Implementation:ThreeSR Awesome Inference Time Scaling Get Paper Info Function
- Implementation:Openai Openai python Lazy Proxy
Heuristics
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
Environments
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Deepspeedai DeepSpeed CUDA GPU Environment
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment