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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:Lucidrains X transformers Non Autoregressive Masked Generation
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Sktime Pytorch forecasting TFT Hyperparameter Optimization
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Googleapis Python genai Model Fine Tuning
Principles
- Principle:Huggingface Transformers Benchmark Model Loading
- Principle:Iterative Dvc Lockfile And Cache Update
- Principle:Online ml River Built In Datasets
- Principle:Avhz RustQuant Exotic Option Contracts
- Principle:Openai Openai agents python Output Processing
- Principle:Langchain ai Langgraph Graph Instantiation
- Principle:LLMBook zh LLMBook zh github io Reward Modeling
- Principle:Speechbrain Speechbrain Beam Search Decoding
- Principle:Webdriverio Webdriverio Environment Detection
- Principle:OpenRLHF OpenRLHF Knowledge Distillation Training
Implementations
- Implementation:Datajuicer Data juicer InstructionFollowingDifficultyFilter
- Implementation:Avhz RustQuant RidgeRegression
- Implementation:Lance format Lance Java JsonFields
- Implementation:Pytorch Serve ArgParser
- Implementation:Avhz RustQuant ZeroCouponBond
- Implementation:Kubeflow Pipelines Metadata Helpers
- Implementation:NVIDIA TransformerEngine GEMM C API
- Implementation:Online ml River Cluster CluStream
- Implementation:Bentoml BentoML Client Module
- Implementation:DistrictDataLabs Yellowbrick Drawing Utilities
Heuristics
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Dotnet Machinelearning Sparsity Threshold Optimization
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Danijar Dreamerv3 Free Nats KL Thresholding
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
Environments
- Environment:Apache Spark JDK Build Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Protectai Modelscan H5py Optional
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Apache Kafka Docker Build Environment
- Environment:Datahub project Datahub Java Build