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Back to krishnaik06/complete-roadmap-to-learn-ai

Projects sharing features with Complete RoadMap To Learn AI

30 open-source projects similar to krishnaik06/complete-roadmap-to-learn-ai, ranked by shared indexed features. Tags may describe platforms or build tools rather than the same primary purpose. Check each project’s use case, license, and deployment requirements before treating it as a replacement.

  • xiaolincoder/cs-basexiaolincoder avatar

    xiaolincoder/CS-Base

    18,024View on GitHub↗

    CS-Base is a comprehensive educational platform and technical repository designed to support software engineers in mastering backend architecture, artificial intelligence engineering, and career development. It functions as a centralized knowledge hub that combines illustrated theoretical tutorials with practical, project-based learning to bridge the gap between foundational computer science concepts and professional industry requirements. The project distinguishes itself by integrating a robust career mentorship framework with advanced AI engineering resources. It provides users with tools f

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  • dformoso/machine-learning-mindmapdformoso avatar

    dformoso/machine-learning-mindmap

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    This project is a machine learning knowledge map and educational resource that provides a structured learning path for data science. It organizes core concepts, from basic data analysis to deep learning, into a visual guide and markdown-based knowledge graph. The resource connects theoretical foundations and mathematical concepts to practical execution through links to runnable notebooks and implementation examples. This allows for a transition from conceptual study to hands-on practice. The project uses hierarchical node organization and modular topic decomposition to visualize relationship

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  • chris-chris/ml-engineer-roadmapchris-chris avatar

    chris-chris/ml-engineer-roadmap

    2,204View on GitHub↗

    This project is a structured learning framework designed to guide individuals through the professional requirements of a career in machine learning engineering. It functions as a comprehensive curriculum that organizes complex technical topics and theoretical foundations into a logical, sequential path for skill development. The roadmap visualizes career trajectories, mapping the progression from entry-level positions to advanced technical leadership roles. By breaking down the essential competencies needed for data science and artificial intelligence, it provides a clear overview of the mile

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  • mrdbourke/machine-learning-roadmapmrdbourke avatar

    mrdbourke/machine-learning-roadmap

    7,871View on GitHub↗

    This project is a technical curriculum and learning path for machine learning, providing a structured sequence of mathematical foundations, core concepts, and professional workflows. It serves as a comprehensive guide and resource index that connects theoretical principles to the specific software libraries and tools used in real-world implementation. The repository functions as a project workflow blueprint, outlining the sequential steps required to solve machine learning problems from initial discovery through to final deployment. It maps theoretical mathematical principles to practical app

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  • ardanlabs/gotrainingardanlabs avatar

    ardanlabs/gotraining

    12,212View on GitHub↗

    This repository provides curated learning paths, structured courseware, and technical materials for mastering Go programming, container orchestration, and software architecture. It serves as a comprehensive educational resource for systems programming, focusing on language mechanics, memory safety, and high-performance backend design. The project distinguishes itself through a multi-modal instructional design that combines instructor-led workshops, project-based curricula, and competency-based certifications. It offers specialized guidance on building production-grade AI infrastructure, inclu

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  • wethinkin/aigc-interview-bookWeThinkIn avatar

    WeThinkIn/AIGC-Interview-Book

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    This project is a comprehensive technical study resource and interview guide for candidates pursuing roles as large language model and AI algorithm engineers. It serves as a structured learning path and technical reference for generative AI, machine learning, and the deployment of models in production environments. The resource provides specialized guides for mastering large language model architectures, diffusion models, and the design of autonomous AI agents. It includes detailed technical references on tool calling, memory management, and multimodal system architectures to assist with tech

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  • braydie/howtobeaprogrammerbraydie avatar

    braydie/HowToBeAProgrammer

    16,218View on GitHub↗

    HowToBeAProgrammer is a comprehensive software engineering career guide and professional development framework. It serves as a curated-knowledge repository and handbook designed to help programmers acquire technical habits and social competencies necessary for professional advancement. The project distinguishes itself by integrating technical craftsmanship with a detailed manual for technical leadership and organizational navigation. It provides specific strategies for career progression, such as compensation negotiation, promotion readiness, and the management of professional boundaries to p

    learningprogramming
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  • baidu-ife/ifebaidu-ife avatar

    baidu-ife/ife

    4,171View on GitHub↗

    ife is a front-end resource directory and web development knowledge base designed for technical skill development. It functions as a static site generator that transforms JSON metadata and markdown files into a navigable website. The project organizes educational materials and engineering references into a structured index, rendering plain text files as technical articles and guides. It utilizes a component-based UI library to maintain consistent layout patterns across the documentation site. The system handles technical knowledge management through categorized resource indexing and client-s

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  • itwanger/tobebetterjavaeritwanger avatar

    itwanger/toBeBetterJavaer

    16,678View on GitHub↗

    This project serves as a dual-purpose platform that functions both as a comprehensive software engineering learning resource and an autonomous agent orchestration framework. It provides a structured curriculum focused on the Java ecosystem, offering technical roadmaps, interview preparation materials, and career mentorship. Simultaneously, it acts as a technical foundation for building intelligent systems, enabling developers to construct complex, multi-step agent pipelines. The framework distinguishes itself by integrating advanced automation capabilities directly into its educational missio

    javajvmmysql
    View on GitHub↗16,678
  • amitshekhariitbhu/android-developer-roadmapamitshekhariitbhu avatar

    amitshekhariitbhu/android-developer-roadmap

    2,863View on GitHub↗

    This project serves as a comprehensive educational roadmap and curriculum for mastering professional Android application development. It provides a structured learning path that guides developers through the essential system design principles, architectural patterns, and technical skills required to build, test, and deploy scalable mobile software. The resource distinguishes itself by organizing complex technical topics into a logical sequence, covering everything from foundational mobile development tooling to advanced software engineering practices. It emphasizes industry-standard patterns

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    View on GitHub↗2,863
  • alikhll/golang-developer-roadmapAlikhll avatar

    Alikhll/golang-developer-roadmap

    18,422View on GitHub↗

    This project provides a structured educational roadmap designed to guide programmers through the technical milestones required to achieve professional proficiency in the Go programming language. It functions as a comprehensive curriculum that maps essential skills, libraries, and development practices into a logical sequence for backend engineering and software architecture. The roadmap utilizes a visual learning path to help developers identify knowledge gaps and plan their professional growth within the Go ecosystem. By organizing technical objectives from basic syntax to advanced engineeri

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  • ossu/data-scienceossu avatar

    ossu/data-science

    21,633View on GitHub↗

    This project is a structured, open-source educational roadmap designed to guide students through a comprehensive undergraduate-level curriculum in data science. It provides a curated sequence of high-quality learning materials that focus on mastering computational logic, software development, and statistical analysis using the Python programming language. The curriculum distinguishes itself by integrating project-based competency validation, requiring learners to execute capstone projects that demonstrate professional skill mastery. It utilizes version control tools to allow students to track

    View on GitHub↗21,633
  • izackwu/teachyourselfcs-cnizackwu avatar

    izackwu/TeachYourselfCS-CN

    22,095View on GitHub↗

    This project is a multilingual educational framework that provides curated roadmaps and translated resources for mastering core computer science subjects. It serves as a Chinese translation of a structured guide designed to help students and engineers learn computer science fundamentals through a sequence of recommended books and courses. The framework focuses on technical content localization, converting English computer science roadmaps into Chinese to improve accessibility. It utilizes a manual translation workflow to ensure conceptual accuracy across its study guides and resource collecti

    chinese-translationteachyourselfcstranslation
    View on GitHub↗22,095
  • nishant-tiwari24/coding-resourcesnishant-Tiwari24 avatar

    nishant-Tiwari24/coding-resources

    3,589View on GitHub↗

    This project is a curated technical resource directory and software engineering learning roadmap. It serves as a computer science study curriculum and professional development framework, providing staged progressions for mastering programming languages, data structures, and full-stack development. The repository functions as a career preparation guide, offering strategic frameworks for resume building, technical interview practice, and internship application targeting. It includes a system for identifying income opportunities and managing a professional social presence to increase visibility.

    View on GitHub↗3,589
  • the-cool-coders/project-ideas-and-resourcesThe-Cool-Coders avatar

    The-Cool-Coders/Project-Ideas-And-Resources

    12,382View on GitHub↗

    This project is a curated knowledge base designed to support developer career growth and technical skill acquisition. It functions as a repository of educational references, design assets, and structured project concepts that assist individuals in building their software engineering portfolios. The platform distinguishes itself through a collaborative, version-controlled model that relies on community contributions to maintain its library. By utilizing a structured, text-based authoring system, the repository allows external contributors to submit and validate new resources through a formal r

    beginnercontributioncontributions-welcome
    View on GitHub↗12,382
  • alexeygrigorev/data-science-interviewsalexeygrigorev avatar

    alexeygrigorev/data-science-interviews

    10,043View on GitHub↗

    This project is a curated knowledge repository providing theoretical guides, practical challenge banks, and professional handbooks for technical interview preparation in data science and machine learning. It serves as a comprehensive study resource that combines theoretical knowledge with algorithmic practice. The repository features specialized study resources including a probability and statistics handbook, a machine learning reference for algorithms and neural network architectures, and a coding and SQL challenge bank designed to simulate recruitment assignments. It also includes a technic

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    View on GitHub↗10,043
  • hamukazu/lets-get-arrestedhamukazu avatar

    hamukazu/lets-get-arrested

    4,174View on GitHub↗

    This project is a protest coordination toolkit and activism resource repository designed to distribute curated documents and legal guides. It serves as a hub for coordinating political protests and civil disobedience by providing a public website that hosts informational materials. The toolkit functions as a forkable codebase, allowing users to rapidly replicate the site structure to deploy their own protest sites. It uses a static site model to transform markdown documentation into publicly accessible pages for sharing across social media. The platform covers activist information distributi

    HTML
    View on GitHub↗4,174
  • farhanashrafdev/90daysofcybersecurityfarhanashrafdev avatar

    farhanashrafdev/90DaysOfCyberSecurity

    13,409View on GitHub↗

    90DaysOfCyberSecurity is an open-source educational repository that provides a structured ninety-day learning roadmap for individuals pursuing a career in the security industry. The project organizes foundational security concepts, technical skills, and professional development tasks into a sequential, day-by-day curriculum designed for self-paced study. The repository functions as a community-driven knowledge base, leveraging version control to allow contributors to expand the curriculum with new tutorials, case studies, and study materials. It distinguishes itself by integrating a professio

    communityexchangecybersecurityethical-hacking
    View on GitHub↗13,409
  • aasthas2022/sde-interview-and-prep-roadmapaasthas2022 avatar

    aasthas2022/SDE-Interview-and-Prep-Roadmap

    741View on GitHub↗

    This project is a structured curriculum and study guide designed to assist candidates in preparing for software engineering interviews. It provides a comprehensive learning path that organizes core computer science domains, such as algorithms, data structures, and system design, into a logical, sequential roadmap. The repository functions as a version-controlled knowledge base, utilizing markdown files to curate educational resources and technical topics. It distinguishes itself through a community-driven model that allows for continuous refinement of the curriculum, enabling users to contrib

    Pythoninterview-preparationroadmap
    View on GitHub↗741
  • ashishps1/awesome-behavioral-interviewsashishps1 avatar

    ashishps1/awesome-behavioral-interviews

    7,835View on GitHub↗

    This project is a community-driven knowledge repository designed to assist with professional job search preparation. It provides a structured framework for mastering both behavioral and technical interview evaluations, offering resources to help candidates organize their personal experiences and professional narratives. The repository functions as a comprehensive toolkit for career development, utilizing a hierarchical taxonomy to categorize complex interview concepts. It enables users to study core principles of data structures, algorithms, and system design while simultaneously providing st

    behavioral-interviewsinterview-preparationinterviews
    View on GitHub↗7,835
  • microsoft/ai-edumicrosoft avatar

    microsoft/ai-edu

    14,065View on GitHub↗

    ai-edu is a comprehensive AI education curriculum and machine learning courseware collection. It provides theoretical tutorials, deep learning lab exercises, and project blueprints designed to teach artificial intelligence fundamentals through a combination of study and practical implementation. The project focuses on a learning-by-doing approach, guiding users from Python programming and neural network basics to advanced topics. It includes specialized instructional content on distributed AI training, MLOps educational guides for model quantization and pruning, and detailed frameworks for im

    HTML
    View on GitHub↗14,065
  • datawhalechina/self-llmdatawhalechina avatar

    datawhalechina/self-llm

    30,941View on GitHub↗

    This project is an open-source educational resource providing structured, step-by-step guides for fine-tuning large language models. It focuses on adapting pre-trained transformer-based causal models to custom datasets, enabling users to transfer specific writing styles or domain knowledge into generative AI models. The repository distinguishes itself by emphasizing parameter-efficient training techniques, specifically low-rank adaptation. By providing practical implementations for updating only a small subset of model weights, it allows for the customization of massive neural networks on con

    Jupyter Notebookchatglmchatglm3gemma-2b-it
    View on GitHub↗30,941
  • aimacode/aima-pythonaimacode avatar

    aimacode/aima-python

    8,675View on GitHub↗

    This project is a Python collection of algorithms and data structures that implement the concepts from the Artificial Intelligence: A Modern Approach textbook. It serves as an educational resource for learning core artificial intelligence concepts through the implementation of classic algorithms for searching, logic, and problem solving. The repository functions as an automated reasoning toolset for managing knowledge bases, a game theory engine for calculating optimal moves in competitive games, and a search and optimization library. It provides specialized frameworks for deriving logical co

    Jupyter Notebook
    View on GitHub↗8,675
  • hunkim/deeplearningzerotoallhunkim avatar

    hunkim/DeepLearningZeroToAll

    4,494View on GitHub↗

    DeepLearningZeroToAll is a comprehensive educational resource and implementation collection focused on deep learning and machine learning. It provides a structured learning path using TensorFlow to move from foundational linear models to complex neural network architectures. The project is distinguished by its practical implementations of various network types, including multilayer perceptrons for logic problems, convolutional neural networks for spatial data and image recognition, and recurrent neural networks using LSTM cells for time-series forecasting and character sequence prediction. It

    Jupyter Notebookkeraslabmxnet
    View on GitHub↗4,494
  • microsoft/ai-for-beginnersmicrosoft avatar

    microsoft/AI-For-Beginners

    48,169View on GitHub↗

    This project is an open educational curriculum designed to teach the fundamental concepts and practical applications of artificial intelligence. It provides a structured, modular path for developers to build technical proficiency in machine learning, neural networks, computer vision, and natural language processing. The curriculum distinguishes itself through an interactive learning path that integrates executable code blocks directly into the documentation. By utilizing a series of Jupyter notebooks, learners can run experiments, visualize results, and complete hands-on coding exercises with

    Jupyter Notebookaiartificial-intelligencecnn
    View on GitHub↗48,169
  • owainlewis/awesome-artificial-intelligenceowainlewis avatar

    owainlewis/awesome-artificial-intelligence

    12,960View on GitHub↗

    This project is a comprehensive repository and curated index of resources, research papers, and development frameworks designed to support the construction and deployment of intelligent systems. It serves as a centralized knowledge base for developers seeking to navigate the technical landscape of artificial intelligence, ranging from foundational educational materials to specialized implementation guides. The repository distinguishes itself by providing structured directories for comparing generative artificial intelligence providers, including aggregated performance metrics, pricing data, a

    aiartificial-intelligencedeep-learning
    View on GitHub↗12,960
  • epfml/ml_courseepfml avatar

    epfml/ML_course

    2,013View on GitHub↗

    This project serves as a centralized platform for the delivery of a structured machine learning curriculum. It provides a framework for distributing academic materials, including lecture notes, lab exercises, and code templates, while facilitating instruction on methodologies ranging from fundamental techniques to advanced topics like neural networks and unsupervised learning. The platform distinguishes itself by integrating collaborative research management directly into the educational workflow. It organizes students into teams to apply machine learning techniques to real-world scientific d

    Jupyter Notebook
    View on GitHub↗2,013
  • hunkim/pytorchzerotoallhunkim avatar

    hunkim/PyTorchZeroToAll

    3,974View on GitHub↗

    PyTorchZeroToAll is an educational resource and collection of tutorials focused on deep learning and the PyTorch framework. It provides a structured learning path for implementing neural network architectures, ranging from basic language syntax and fundamentals to complex model design. The project serves as an implementation guide for building various network types, including linear, logistic, convolutional, and recurrent networks. It specifically covers the workflow for sequence modeling through the use of attention mechanisms and character-level networks. The resource also covers machine l

    Pythonbasicdeeplearningpython
    View on GitHub↗3,974
  • rmcelreath/stat_rethinking_2022rmcelreath avatar

    rmcelreath/stat_rethinking_2022

    4,103View on GitHub↗

    This project is a collection of Bayesian statistics courseware and educational resources. It provides instructional materials, problem sets, and solutions designed for learning Bayesian data analysis and causal modeling. The repository includes a suite of statistical data visualization scripts used to generate instructional animations and plots. It also contains code examples that implement Bayesian modeling and survival analysis across multiple programming languages to demonstrate different computational approaches. The materials cover a range of statistical capabilities, including causal i

    R
    View on GitHub↗4,103
  • apptension/developer-handbookapptension avatar

    apptension/developer-handbook

    5,960View on GitHub↗

    An opinionated guide on how to become a professional Web/Mobile App Developer.

    awscareer-developmentcareer-guide
    View on GitHub↗5,960