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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:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Apache Flink File Source Pipeline
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Dagster io Dagster RAG Pipeline
Principles
- Principle:Apache Shardingsphere Event Listener Registration
- Principle:NVIDIA NeMo Aligner REINFORCE Training
- Principle:Eventual Inc Daft Arrow FFI Compatibility
- Principle:Nautechsystems Nautilus trader Instrument Specification
- Principle:Webdriverio Webdriverio AutomaticDriverManagement
- Principle:PacktPublishing LLM Engineers Handbook Dataset Splitting
- Principle:ArroyoSystems Arroyo Schema Definition
- Principle:Openai Evals Self Consistency Prompting
- Principle:Recommenders team Recommenders Stratified Data Splitting
- Principle:InternLM Lmdeploy Load Balancing Proxy
Implementations
- Implementation:Apache Hudi ClusteringPlanOperator NotifyCheckpointComplete
- Implementation:Heibaiying BigData Notes Job SetCombinerClass
- Implementation:Ollama Ollama ParseFromModel
- Implementation:ArroyoSystems Arroyo Create Connection Profile
- Implementation:Interpretml Interpret Powerlift BicepAzureContainerInstance
- Implementation:Microsoft Autogen DiGraphBuilder
- Implementation:Sgl project Sglang Init Distributed Environment
- Implementation:Danijar Dreamerv3 Parallel Learner
- Implementation:DevExpress Testcafe VideoRecorderProcess
- Implementation:FlagOpen FlagEmbedding Search Demo Tool
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Tencent Ncnn Vulkan Pipeline Warmup
- Heuristic:Alibaba ROLL Sequence Packing Alignment
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
Environments
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Predibase Lorax Model Source Credentials
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:SqueezeAILab ETS Evaluation Python Stack
- Environment:Openai CLIP Python Dependencies