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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:Datajuicer Data juicer Custom Operator Development
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Tensorflow Tfjs Transfer Learning
- Workflow:MaterializeInc Materialize Integration Test Development
- Workflow:ClickHouse ClickHouse Server Deployment
Principles
- Principle:Axolotl ai cloud Axolotl Reference Model Setup
- Principle:Apache Airflow DAG Definition
- Principle:Ggml org Ggml BLAS Matrix Multiplication
- Principle:Ggml org Llama cpp Perplexity Computation
- Principle:Eventual Inc Daft Iceberg Catalog Creation
- Principle:DistrictDataLabs Yellowbrick Class Prediction Error Analysis
- Principle:Kubeflow Pipelines Iterative Training Termination
- Principle:CarperAI Trlx Distributed Logging
- Principle:Pytorch Serve Instance Segmentation
- Principle:Pyro ppl Pyro Online Statistics
Implementations
- Implementation:TA Lib Ta lib python Pip Install TA Lib
- Implementation:Openai Openai node Skills Resource
- Implementation:Open compass VLMEvalKit VisualGLM
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenizerHF
- Implementation:Apache Flink SplitsChange
- Implementation:Cypress io Cypress OTLPTraceExporter
- Implementation:Norrrrrrr lyn WAInjectBench LogisticRegression Fit
- Implementation:Wandb Weave Legacy Methods Lint Rules
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaUtils
- Implementation:PeterL1n BackgroundMattingV2 OnnxRuntime InferenceSession
Heuristics
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Intel Ipex llm Llama Padding Token Workaround
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
Environments
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Vllm project Vllm GitHub
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Datahub project Datahub Docker Quickstart Environment
- Environment:Run llama Llama index OpenAI API Configuration