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1,118
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:Pytorch Serve Model Deployment
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:Google deepmind Mujoco Simulation benchmarking
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Sdv dev SDV Single table synthesis
Principles
- Principle:Huggingface Transformers CI Notification And Reporting
- Principle:Kubeflow Kubeflow Pull Request Submission
- Principle:SeleniumHQ Selenium Driver Binary Resolution
- Principle:Huggingface Optimum Calibration Data Preparation
- Principle:TA Lib Ta lib python Cython Binding Generation
- Principle:MaterializeInc Materialize Composition Execution
- Principle:Explodinggradients Ragas Multi Turn Evaluation Schema
- Principle:Intel Ipex llm Pipeline Parallel Model Loading
- Principle:Apache Hudi Write Result Verification
- Principle:Deepseek ai Janus Prompt Formatting for Flow Generation
Implementations
- Implementation:NVIDIA TransformerEngine Userbuffers Host
- Implementation:InternLM Lmdeploy Tensor
- Implementation:Avhz RustQuant FractionalProcess
- Implementation:Datajuicer Data juicer SentenceSplitMapper
- Implementation:Online ml River Linear Model LogisticRegression
- Implementation:CARLA simulator Carla ConcurrentQueue
- Implementation:Lance format Lance IndexCaches
- Implementation:Open compass VLMEvalKit MovieChat1k
- Implementation:Ggml org Llama cpp Snapshot Download
- Implementation:Bitsandbytes foundation Bitsandbytes Quantize Blockwise
Heuristics
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Getgauge Taiko Implicit Wait Tuning
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Huggingface Datasets Flatten Indices Performance
Environments
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Apache Spark JDK Build Environment
- Environment:Apache Flink Java Build Environment
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Deepspeedai DeepSpeed CPU Environment