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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:MaterializeInc Materialize CI Pipeline Generation
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:FlagOpen FlagEmbedding Embedder Inference
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Apache Flink Stream File Compaction
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Ggml org Ggml Backend Accelerated Computation
- Workflow:Volcengine Verl Data Preprocessing For RL
Principles
- Principle:Langgenius Dify Annotation System
- Principle:DevExpress Testcafe CI Reporter And Artifacts
- Principle:Lm sys FastChat Model Weight Delta Distribution
- Principle:Heibaiying BigData Notes Hive Data Loading
- Principle:Nightwatchjs Nightwatch Page Object Structure
- Principle:Nightwatchjs Nightwatch Custom Command Creation
- Principle:EvolvingLMMs Lab Lmms eval Task Directory Structure
- Principle:Sdv dev SDV Sequential Model Fitting
- Principle:ARISE Initiative Robosuite Camera Projection Utilities
- Principle:Huggingface Transformers Pipeline Forward Pass
Implementations
- Implementation:Mage ai Mage ai Google Ads Ads Schema
- Implementation:Scikit learn Scikit learn LogisticRegression Init
- Implementation:MaterializeInc Materialize Scenario Run
- Implementation:Scikit learn Scikit learn DecisionTreeClassifier
- Implementation:Nightwatchjs Nightwatch Namespaced Command Pattern
- Implementation:Dotnet Machinelearning LdaModelBlock
- Implementation:Tensorflow Serving Tflite Session
- Implementation:DataTalksClub Data engineering zoomcamp Dlt Loading Method Selection
- Implementation:NVIDIA TransformerEngine Ops MakeExtraOutput
- Implementation:Ggml org Llama cpp Chat Parser Xml Toolcall Header
Heuristics
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Microsoft LoRA Warning Deprecated Legacy Examples
Environments
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Ray project Ray Python Runtime Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Getgauge Taiko Linux System Libraries
- Environment:TobikoData Sqlmesh Snowflake Connection
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Apache Spark Python Environment