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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:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:Datajuicer Data juicer Custom Operator Development
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Avhz RustQuant Analytic Option Pricing
- Workflow:Shiyu coder Kronos Batch Prediction
Principles
- Principle:Iterative Dvc Database Import
- Principle:Kubeflow Kubeflow Train Model
- Principle:Huggingface Datasets PDF Feature Handling
- Principle:ClickHouse ClickHouse Banned Function Enforcement
- Principle:SqueezeAILab ETS Reward Model Serving
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:Romsto Speculative Decoding Rejection Sampling Adjustment
- Principle:OpenGVLab InternVL VQA Accuracy Scoring
- Principle:Recommenders team Recommenders Negative Sampling For Implicit Feedback
- Principle:Apache Paimon Lance Table Configuration
Implementations
- Implementation:Facebookresearch Audiocraft UnetTransformer
- Implementation:Pytorch Serve Scriptable Tokenizer Handler
- Implementation:Pyro ppl Pyro Contract Tensor Tree
- Implementation:NVIDIA NeMo Curator JusText Extractor
- Implementation:NVIDIA NeMo Curator ModelStage
- Implementation:FlagOpen FlagEmbedding Embedding Similarity Scoring
- Implementation:Openai Whisper Median Filter
- Implementation:ThreeSR Awesome Inference Time Scaling Config Function
- Implementation:Apache Flink Mapreduce HadoopOutputFormatBase
- Implementation:Facebookresearch Habitat lab HumanoidBaseController
Heuristics
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Hpcaitech ColossalAI Empty Cache Between Phases
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Eventual Inc Daft Runner Selection Guide
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
Environments
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Apache Spark Python Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Apache Airflow Kubernetes Helm Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:EvolvingLMMs Lab Lmms eval GPU Compute Environment