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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:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Langchain ai Langchain Release Process
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:Online ml River Time Series Forecasting
- Workflow:Apache Flink Stream File Compaction
- Workflow:Openai Evals Implementing a custom completion function
Principles
- Principle:Dagster io Dagster Documentation URL Redirect Management
- Principle:Tensorflow Serving Publish Subscribe Pattern
- Principle:Webdriverio Webdriverio UtilityPattern
- Principle:Guardrails ai Guardrails Telemetry
- Principle:Openclaw Openclaw Access Policy Configuration
- Principle:Lm sys FastChat Conversation Preprocessing
- Principle:Apache Hudi Compaction Need Assessment
- Principle:Huggingface Trl SFT Training Execution
- Principle:Junyanz Pytorch CycleGAN and pix2pix Training Options Configuration
- Principle:Google deepmind Mujoco Physics Stepping
Implementations
- Implementation:Datajuicer Data juicer VideoDepthEstimationMapper
- Implementation:Protectai Llm guard Input Code
- Implementation:Ollama Ollama Mtmd MiniCPMV
- Implementation:Datajuicer Data juicer VideoObjectSegmentingMapper
- Implementation:Webdriverio Webdriverio XPath PageSource
- Implementation:Ggml org Llama cpp Hparams Header
- Implementation:Kubeflow Pipelines Metadata Helpers
- Implementation:Rapidsai Cuml HoltWinters C API
- Implementation:Lance format Lance Java DeleteOp
- Implementation:Huggingface Transformers Pipeline Forward
Heuristics
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Tensorflow Serving GPU Memory And CPU Optimization
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Microsoft Agent framework Declaration Only Tools Pattern
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
Environments
- Environment:Confident ai Deepeval Python 3 9 Runtime
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Apache Spark JDK Build Environment