Level path

ML Practitioner

MLE

Own features and services with solid implementation judgment across neighboring layers.

Total concepts194

Curated for this specific career level.

Specific to this level16

Concepts explicitly listed in this level.

Knowledge tracks6

Concepts span multiple tracks and layers.

Job description signalsTypical responsibilities

Productionize models, feature pipelines, training workflows, serving systems, and monitoring loops.
Partner with data scientists and product teams to turn experiments into reliable ML/AI capabilities.
Improve model quality, evaluation, scalability, latency, cost, and operational safety.
Own features end to end from design through implementation, testing, release, and support.
Make local technical tradeoffs and explain them clearly to teammates.
Improve reliability, maintainability, and observability of the systems you touch.
Collaborate with product, design, QA, operations, and adjacent engineering teams.

Cumulative view includes

Dev / Junior DevSE / Junior SEMLE / Junior MLEDev / DevSE / Mid SE

Specific to this level 16Cumulative 194

Track / layer masteryConcept coverage by layer

DATA

Data

15 concepts

Machine Learning & AI12 Data Foundations1 Data Engineering1 Data Platforms1

Theory

1 concepts

Algorithmic Analysis1

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Software

121 concepts

Software Design32 Programming23 Programming Languages13 Algorithms & Data Structures12 Databases10 Computer Networks9 System Design9 Security4 Software Architecture3 Quality Assurance3 Distributed Systems2 Operating Systems1

DATA

Data

33 concepts

Machine Learning & AI26 Data Foundations5 Data Engineering1 Data Platforms1

MGT

Management

16 concepts

Business Foundations10 Requirements & Planning4 Delivery Methodologies1 Team Leadership1

OPS

Operations

12 concepts

Build & Packaging5 Observability4 Local Development1 Continuous Integration1 Deployment1

Product

8 concepts

Developer Tools4 API Products3 Web Applications1

Theory

4 concepts

Algorithmic Analysis4

Learning scopeConcepts by learning area

Specific to this level

Concepts introduced by this level

Level concepts

ML Foundations

Understand the major forms of learning and the basic model-building workflow.

Reinforcement LearningData · Machine Learning & AInew Feature EngineeringData · Data Engineeringnew OptimizationTheory · Algorithmic Analysisnew

Level concepts

Neural Networks & Deep Learning

Learn how neural networks are trained and why they power modern AI systems.

BackpropagationData · Machine Learning & AInew OverfittingData · Machine Learning & AInew UnderfittingData · Machine Learning & AInew

Level concepts

AI Products

Connect ML models to useful product behavior.

Recommendation SystemData · Machine Learning & AInew Search SystemData · Data Platformsnew PromptData · Machine Learning & AInew Prompt EngineeringData · Machine Learning & AInew Agent MemoryData · Machine Learning & AInew MCPData · Machine Learning & AInew Speech to TextData · Machine Learning & AInew Text to SpeechData · Machine Learning & AInew Computer Vision ApplicationData · Machine Learning & AInew

Level concepts

Ml Systems

Build the capabilities needed for this area.

Data QualityData · Data Foundationsnew

Cumulative level expectation

All concepts expected at this level

Inherited path

Coding Foundations

Developers begin by learning to translate requirements into working, readable code.

Inherited path

Developer Tooling

Daily development depends on version control, language tooling, static checks, and repeatable local workflows.

GitProduct · Developer Toolsawareness CompilerSoftware · Programming Languagesawareness InterpreterSoftware · Programming Languages Package ManagerOperations · Build & Packaging LintingOperations · Build & Packaging Code EditorProduct · Developer Tools CLISoftware · Operating Systems Version ControlProduct · Developer Tools DependencyOperations · Build & Packaging ArtifactOperations · Build & Packaging Development EnvironmentOperations · Local Development Software EcosystemSoftware · Programming

Inherited path

Testing & Debugging

A developer owns not only writing code, but proving that it behaves as intended.

Unit TestSoftware · quality-assuranceawareness DebuggerProduct · Developer Toolsawareness Error HandlingSoftware · Programming Code DocumentationSoftware · Software Design

Inherited path

Employment Basics

Technical candidates benefit from understanding who employs them, how they are paid, and which terms govern the working relationship.

EmployeeManagement · business-foundationsawareness ContractorManagement · business-foundationsawareness EORManagement · business-foundations Offer LetterManagement · business-foundations Employment ContractManagement · business-foundations CompensationManagement · business-foundations Employee BenefitsManagement · business-foundations Equity CompensationManagement · business-foundations PayrollManagement · business-foundations Statement of WorkManagement · business-foundations

Inherited path

Programming Foundations

Learn the basic building blocks used to express behavior in code.

Graph Data StructureSoftware · Algorithms & Data Structuresawareness Big O NotationTheory · Algorithmic Analysisawareness Requirements EngineeringManagement · Requirements & Planning Time ComplexityTheory · Algorithmic Analysis Space ComplexityTheory · Algorithmic Analysis TreeSoftware · Algorithms & Data Structures HeapSoftware · Algorithms & Data Structures Breadth-First SearchSoftware · Algorithms & Data Structures Depth-First SearchSoftware · Algorithms & Data Structures ConcurrencySoftware · Programmingworking

Inherited path

Software Design

Structure code so it remains readable, testable, and maintainable as it grows.

Inherited path

Data & Persistence

Understand how applications store, retrieve, and protect durable state.

Relational DatabaseSoftware · Databasesawareness SQLSoftware · Databasesawareness Database IndexSoftware · Databases TransactionSoftware · Databases ACIDSoftware · Databases QueryData · Data Foundations Data ModelData · Data Foundations B-TreeSoftware · Databasesworking Database NormalizationSoftware · Databasesworking NoSQLSoftware · Databases

Inherited path

Architecture & Systems

Design systems that handle growth, latency, failure, and multiple communicating components.

Clean ArchitectureSoftware · Software Architectureawareness Client-Server ArchitectureProduct · Web Applicationsawareness Functional RequirementSoftware · System Design APIProduct · API Productsworking HTTPSoftware · Computer Networksworking RESTProduct · API Products OpenAPIProduct · API Products HTTPSSoftware · Security AuthenticationSoftware · Security AuthorizationSoftware · Security Network ProtocolSoftware · Computer Networks DDDSoftware · Software Design Event-Driven ArchitectureSoftware · Distributed Systems Message QueueSoftware · System Design CacheSoftware · System Design Load BalancerSoftware · System Design OSI ModelSoftware · Computer Networks TCP/IP ModelSoftware · Computer Networks DNSSoftware · Computer Networks IPSoftware · Computer Networks TCPSoftware · Computer Networks UDPSoftware · Computer Networks SocketSoftware · Computer Networks ProxySoftware · System Design Reverse ProxySoftware · System Design Publish-SubscribeSoftware · Distributed Systems Layered ArchitectureSoftware · Software Architecture Monolithic ArchitectureSoftware · Software Architecture

Inherited path

Production Awareness

Know how software is built, deployed, observed, and recovered in production.

CI/CD PipelineOperations · Continuous Integrationawareness Integration TestSoftware · quality-assuranceawareness System ObservabilityOperations · Observability MonitoringOperations · Observabilityworking Input ValidationSoftware · Securityworking RetrySoftware · System Design Circuit BreakerSoftware · System Design Rate LimitingSoftware · System Design TracingOperations · Observability

Inherited path

ML Foundations

Understand the major forms of learning and the basic model-building workflow.

Inherited path

Neural Networks & Deep Learning

Learn how neural networks are trained and why they power modern AI systems.

Neural NetworkData · Machine Learning & AI Deep LearningData · Machine Learning & AI Loss FunctionData · Machine Learning & AI Gradient DescentData · Machine Learning & AI BackpropagationData · Machine Learning & AInew OverfittingData · Machine Learning & AInew UnderfittingData · Machine Learning & AInew

Inherited path

AI Products

Connect ML models to useful product behavior.

AI AgentData · Machine Learning & AI ChatbotData · Machine Learning & AI Recommendation SystemData · Machine Learning & AInew Search SystemData · Data Platformsnew PromptData · Machine Learning & AInew Prompt EngineeringData · Machine Learning & AInew Agent MemoryData · Machine Learning & AInew MCPData · Machine Learning & AInew Speech to TextData · Machine Learning & AInew Text to SpeechData · Machine Learning & AInew Computer Vision ApplicationData · Machine Learning & AInew

Inherited path

ML Production

Deploy, monitor, and iterate on ML systems in real environments.

Software DeploymentOperations · Deployment LoggingOperations · Observability

Inherited path

Application Design

Mid-level developers own complete features and make local design choices inside an established architecture.

AbstractionSoftware · Software Design EncapsulationSoftware · Software Design InheritanceSoftware · Software Design PolymorphismSoftware · Software Design ClosureSoftware · Programming ImmutabilitySoftware · Programming Side EffectSoftware · Programming Higher-Order FunctionSoftware · Programming Generic ProgrammingSoftware · Programming Inversion of ControlSoftware · Software Design YAGNISoftware · Software Design Code ComplexitySoftware · Software Design Cyclomatic ComplexitySoftware · Software Design Cognitive ComplexitySoftware · Software Design

Inherited path

Runtime & Data

Feature ownership requires practical knowledge of runtimes, memory management, and relational persistence.

RuntimeSoftware · Programming Languagesworking Garbage CollectionSoftware · Programming Languagesworking Call StackSoftware · Programming Heap MemorySoftware · Programming Event LoopSoftware · Programming SerializationSoftware · Programming JoinSoftware · Databases Write-Ahead LogSoftware · Databases Abstract Syntax TreeSoftware · Programming Languages LexerSoftware · Programming Languages ParserSoftware · Programming Languages BytecodeSoftware · Programming Languages

Inherited path

Delivery & Collaboration

Professional development includes the complete implementation loop, not only editing source files.

Code ReviewManagement · Team Leadershipworking Contract TestingSoftware · quality-assuranceworking MockSoftware · Software Design Semantic VersioningOperations · Build & Packaging PRDManagement · Requirements & Planning TSDSoftware · Software Design Product BacklogManagement · Requirements & Planning Backlog RefinementManagement · Requirements & Planning SprintManagement · Delivery Methodologies

Path concepts

Ml Systems

Build the capabilities needed for this area.

Data QualityData · Data Foundationsnew