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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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|---|---|---|
| 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:Avhz RustQuant Stochastic Process Simulation
- Workflow:Neuml Txtai API Deployment
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Fastai Fastbook Neural Network From Scratch
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Triton inference server Server Quickstart Model Deployment
Principles
- Principle:Apache Paimon Target Table Preparation
- Principle:Guardrails ai Guardrails HubPackageManagement
- Principle:Openai Openai python Input Token Counting
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:Google deepmind Dm control Props and Targets
- Principle:Confident ai Deepeval Faithfulness Evaluation
- Principle:Openai Whisper Model Loading
- Principle:Teamcapybara Capybara Form Submission
- Principle:Ggml org Llama cpp Model Serialization
- Principle:Facebookresearch Habitat lab Metric Visualization
Implementations
- Implementation:Interpretml Interpret LimeTabular
- Implementation:Sail sg LongSpec MathScale Answer Utils
- Implementation:BerriAI Litellm Service Logger
- Implementation:Huggingface Alignment handbook DPOTrainer APO Zero
- Implementation:Huggingface Datasets ParquetDatasetReader
- Implementation:Elevenlabs Elevenlabs python TextToSpeechClient Convert
- Implementation:FlowiseAI Flowise SaveProcessingLoader
- Implementation:CrewAIInc CrewAI Knowledge Storage Search
- Implementation:Haosulab ManiSkill ManiSkillTrajectoryDataset
- Implementation:NVIDIA DALI CUDAStreamPool
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:Openai Evals Thread Tuning
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Openai CLIP L2 Normalization For Cosine Similarity
- Heuristic:Treeverse LakeFS S3 Multipart Size Constraint
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Apache Flink Java Build Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn