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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:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Apache Kafka Docker Image Release
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Huggingface Trl GRPO Training
Principles
- Principle:Google deepmind Mujoco Model Compilation
- Principle:Apache Hudi Feature Exploration
- Principle:Cypress io Cypress Test Runner Launch
- Principle:ContextualAI HALOs Feedback Labeling
- Principle:ChenghaoMou Text dedup LSH Banding And Clustering
- Principle:Ollama Ollama CLI Format Utility
- Principle:ThreeSR Awesome Inference Time Scaling Paper Entry Addition
- Principle:Apache Kafka Coordinator Partition Unloading
- Principle:Spotify Luigi Hadoop Pipeline Execution
- Principle:Huggingface Transformers Configuration Matrix Generation
Implementations
- Implementation:Openai Openai python Tool Types
- Implementation:Avhz RustQuant CEV Process
- Implementation:Langchain ai Langgraph Storm Example
- Implementation:Marker Inc Korea AutoRAG Select Best
- Implementation:Tensorflow Serving Executor
- Implementation:Princeton nlp SimPO H4ArgumentParser Parse
- Implementation:Huggingface Transformers Create Dummy Models
- Implementation:Huggingface Trl RewardTrainer Prepare Dataset
- Implementation:Apache Shardingsphere DatabaseMetaDataManager Manage
- Implementation:Sgl project Sglang GGML Common
Heuristics
- Heuristic:HKUDS AI Trader DeepSeek Tool Args Workaround
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Risingwavelabs Risingwave Memory Cache Eviction Policy
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
Environments
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Vllm project Vllm CUDA
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Pola rs Polars Python Runtime Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing