Anthropic's Claude 3.5 Sonnet sets new industry benchmarks·Grafana – The Open Observability Platform·trimstray/the-book-of-secret-knowledge·Google SRE Book·Hussein Nasser's Backend Engineering·Full Stack Open - CI/CD·OpenAI launches SearchGPT, a prototype of new AI search features·Prometheus – Monitoring System & Time Series DB·n8n-io/n8n·AI Isn't Something to Trust — It's Something to Design (Series Final)·AWS Workshops·The Case for Platform Engineering in 2024·Elastic Stack (ELK) – Search, Observe, Protect·langchain-ai/langchain·I Switched to the Agent Toolkit for AWS. Here's Why.·Kubernetes 1.30: Uwubernetes·OpenTelemetry – Vendor-Neutral Observability Framework·netdata/netdata·AI Agent Memory: Conversation vs Context·Terraform 1.8 Adds Provider-Defined Functions·AWS CloudWatch – Official Documentation·grafana/grafana·WordPress.org now distrusts my commits by default. As a plugin author, I think that’s right.·Microsoft Azure announces Cobalt 100 CPUs for general availability·Datadog – Cloud Monitoring as a Service·traefik/traefik·I Got the proxy.ts Matcher Wrong for Three Projects Before I Understood Why·Anthropic's Claude 3.5 Sonnet sets new industry benchmarks·Grafana – The Open Observability Platform·trimstray/the-book-of-secret-knowledge·Google SRE Book·Hussein Nasser's Backend Engineering·Full Stack Open - CI/CD·OpenAI launches SearchGPT, a prototype of new AI search features·Prometheus – Monitoring System & Time Series DB·n8n-io/n8n·AI Isn't Something to Trust — It's Something to Design (Series Final)·AWS Workshops·The Case for Platform Engineering in 2024·Elastic Stack (ELK) – Search, Observe, Protect·langchain-ai/langchain·I Switched to the Agent Toolkit for AWS. Here's Why.·Kubernetes 1.30: Uwubernetes·OpenTelemetry – Vendor-Neutral Observability Framework·netdata/netdata·AI Agent Memory: Conversation vs Context·Terraform 1.8 Adds Provider-Defined Functions·AWS CloudWatch – Official Documentation·grafana/grafana·WordPress.org now distrusts my commits by default. As a plugin author, I think that’s right.·Microsoft Azure announces Cobalt 100 CPUs for general availability·Datadog – Cloud Monitoring as a Service·traefik/traefik·I Got the proxy.ts Matcher Wrong for Three Projects Before I Understood Why·
31 Learning Roadmaps · 7 Categories

Find your perfect roadmap

Search any tech stack and get curated learning paths from roadmap.sh, GitHub, freeCodeCamp, YouTube & Dev.to.

Total Roadmaps

31

Categories

7

Live Sources

5+

Skill Paths

30+

Learning resources for ai/ml

Pulled from roadmap.sh, GitHub, freeCodeCamp, YouTube & Dev.to

8 results
🗺️Roadmap

Ai/ml — Official Roadmap

Step-by-step visual learning path covering all skills, tools, and concepts for ai/ml.

roadmap.sh
▶️Video

ai/ml Full Course & Tutorials

Browse thousands of free ai/ml courses, tutorials and roadmap walkthroughs.

YouTube
🎓Course

Learn ai/ml — freeCodeCamp

Free, project-based ai/ml courses and certifications with no ads.

freeCodeCamp
GitHub

belumume/AI-ML-DL-Roadmap

A comprehensive, time-bound learning roadmap for AI/ML/DL with structured phases, practical projects, and clear progression paths. Perfect for beginners and career transitioners.

GitHub6
GitHub

JuanLara18/awesome-ai-roadmap

The open-source roadmap to mastering AI & ML -- from foundations to AI agents, LLMs, and production systems. Curated resources, project ideas, and visual learning paths.

GitHub6
GitHub

rohancodestack/AI-ML-RoadMap

This repository provides a detailed roadmap to guide individuals on their journey to mastering Artificial Intelligence (AI) and Machine Learning (ML). The field of AI/ML is vast and constantly evolving, making it crucial to follow a structured learning path.

GitHub2
GitHub

fazalkhan09/Python-AI-ML-DL-6-Month-Complete-Roadmap-with-Resources

A structured learning path from beginner Python to production AI — with free courses, verified links, and specialized tracks for Researchers and Developers

GitHub1
✍️Article

The Autonomous Engineers: What Agentic AI Really Means for Us

The air in the office felt different these past few weeks. Not just the usual hum of keyboards and the low murmur of focused conversations, but something more. A current, almost. It started subtly, a ...

Dev.to
All Tech Roadmaps31 roadmaps
⚙️

DevOps

CI/CD · Docker · K8s · Terraform · Monitoring

CI/CDDockerK8s+2
Intermediate6–12 mo
☸️

Kubernetes

Pods · Helm · Operators · RBAC · Networking

PodsHelmOperators+2
Advanced4–8 mo
🐳

Docker

Images · Volumes · Compose · Networking · Registry

ImagesVolumesCompose+2
Beginner1–3 mo
☁️

AWS

EC2 · S3 · Lambda · EKS · IAM · RDS

EC2S3Lambda+3
Intermediate6–10 mo
🔷

Azure

AKS · DevOps · Functions · Blob · AD

AKSDevOpsFunctions+2
Intermediate6–10 mo
🌩️

Google Cloud

GKE · BigQuery · Cloud Run · Pub/Sub · IAM

GKEBigQueryCloud Run+2
Intermediate5–9 mo
🏗️

Terraform / IaC

Modules · State · Providers · Pulumi · CDK

ModulesStateProviders+2
Intermediate2–5 mo
🐧

Linux / SRE

Shell · Systemd · Networking · Observability · SRE

ShellSystemdNetworking+2
Intermediate4–8 mo
🔄

CI/CD

GitHub Actions · Jenkins · GitLab · ArgoCD · Tekton

GitHub ActionsJenkinsGitLab+2
Beginner1–3 mo
📋

Ansible

Playbooks · Roles · Inventory · Vault · AWX

PlaybooksRolesInventory+2
Beginner1–3 mo
🧱

Platform Eng.

Backstage · IDPs · Golden Paths · APIs · Self-service

BackstageIDPsGolden Paths+2
Advanced6–12 mo
📊

Monitoring

Prometheus · Grafana · Loki · OpenTelemetry · Jaeger

PrometheusGrafanaLoki+2
Intermediate2–4 mo
🤖

AI / ML

PyTorch · Scikit-learn · MLflow · Feature Eng. · LLMs

PyTorchScikit-learnMLflow+2
Advanced8–18 mo
🔬

MLOps

MLflow · Kubeflow · DVC · Seldon · Feature Store

MLflowKubeflowDVC+2
Advanced4–8 mo
📈

Data Science

Pandas · NumPy · SQL · Visualization · Statistics

PandasNumPySQL+2
Intermediate6–12 mo
💬

LLM Engineering

RAG · Embeddings · LangChain · Fine-tuning · Agents

RAGEmbeddingsLangChain+2
Advanced3–6 mo
🐍

Python

FastAPI · Django · Async · Testing · Packaging

FastAPIDjangoAsync+2
Beginner3–8 mo

Java

Spring Boot · Microservices · JVM · Maven · Hibernate

Spring BootMicroservicesJVM+2
Intermediate6–12 mo
🏎️

Go (Golang)

Goroutines · gRPC · CLI · Cloud-native · Testing

GoroutinesgRPCCLI+2
Intermediate3–8 mo
⚙️

Rust

Ownership · Async · WebAssembly · Systems · Cargo

OwnershipAsyncWebAssembly+2
Advanced6–12 mo
💚

Node.js

Express · NestJS · REST · WebSockets · npm

ExpressNestJSREST+2
Intermediate4–8 mo
🏛️

System Design

Scalability · CAP Theorem · Caching · Load Balancing · DB

ScalabilityCAP TheoremCaching+2
Advanced3–6 mo
🐘

PostgreSQL

Indexing · JSONB · Replication · PgAdmin · Performance

IndexingJSONBReplication+2
Intermediate2–5 mo
⚛️

React

Hooks · Context · Next.js · State Mgmt · Testing

HooksContextNext.js+2
Intermediate3–6 mo
🔷

TypeScript

Types · Generics · Decorators · Utility Types · Config

TypesGenericsDecorators+2
Beginner1–3 mo
🎨

Frontend

HTML · CSS · JS · Accessibility · Performance · Tooling

HTMLCSSJS+3
Beginner4–8 mo
💚

Vue.js

Composition API · Pinia · Nuxt · Vite · Testing

Composition APIPiniaNuxt+2
Beginner2–5 mo
🔒

Cybersecurity

SIEM · Pentesting · Threat Modelling · OWASP · Compliance

SIEMPentestingThreat Modelling+2
Intermediate6–12 mo
🛡️

DevSecOps

SAST · DAST · Secret Scanning · Policy as Code · ZAP

SASTDASTSecret Scanning+2
Advanced4–8 mo
💙

Flutter

Dart · Widgets · State · Firebase · Platform Channels

DartWidgetsState+2
Beginner3–6 mo
🤖

Android

Kotlin · Jetpack Compose · Room · Coroutines · Gradle

KotlinJetpack ComposeRoom+2
Intermediate5–10 mo