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| { | |
| "courses": [ | |
| { | |
| "course_type": "Business Analytics Courses", | |
| "subcourses": [ | |
| { | |
| "name": "Business Analytics Courses", | |
| "description": "Business analytics is thriving – and so is its role in forward-thinking organizations around the world. The demand for business analytics professionals is growing multifold - and now is the time to start working towards your desired career.", | |
| "link": "https://courses.analyticsvidhya.com/courses/introduction-to-analytics" | |
| }, | |
| { | |
| "name": "Introduction to Python", | |
| "description": "Power up your career with the best and most popular data science language, Python. Leverage your Python skills to start your Data Science journey. This course is intended for beginners with no coding or Data Science background.", | |
| "link": "https://courses.analyticsvidhya.com/courses/introduction-to-data-science" | |
| }, | |
| { | |
| "name": "Microsoft Excel: Formulas & Functions", | |
| "description": "Microsoft Excel is still the tool of choice in the industry when it comes to performing data analysis, thanks to its incredible depth and array of formulas and functions. This course covers a wide range of Excel formulas, including LookUp Functions!", | |
| "link": "https://courses.analyticsvidhya.com/courses/microsoft-excel-formulas-functions" | |
| } | |
| ] | |
| }, | |
| { | |
| "course_type": "Deep Learning Courses", | |
| "subcourses":[ | |
| { | |
| "name": "Introduction to PyTorch for Deep Learning", | |
| "description": "PyTorch is a popular and leading deep learning framework. But what exactly is PyTorch? How does PyTorch work? How can you use PyTorch to build deep learning models? This PyTorch tutorial course will help you answer these questions in detail.", | |
| "link": "https://courses.analyticsvidhya.com/courses/introduction-to-pytorch-for-deeplearning" | |
| }, | |
| { | |
| "name": "Convolutional Neural Networks (CNN) from Scratch", | |
| "description": "Convolutional neural networks, or CNNs, have taken the deep learning community by storm. These CNN models power deep learning applications like object detection, image segmentation, facial recognition, etc. Learn all about CNN in this course.", | |
| "link": "https://courses.analyticsvidhya.com/courses/convolutional-neural-networks-cnn-from-scratch" | |
| }, | |
| { | |
| "name": "Certified Computer Vision Master's Program", | |
| "description": "Get ready to become the Next-Gen Computer Vision Wizard - Accelerate your career in Computer Vision with this comprehensive program!", | |
| "link": "https://courses.analyticsvidhya.com/bundles/certified-computer-vision-masters-program" | |
| } | |
| ] | |
| }, | |
| { | |
| "course_type" : "Generative AI", | |
| "subcourses":[ | |
| { | |
| "name":"Creating Problem-Solving Agents using GenAI for Action Composition", | |
| "description":"Discover how Generative AI is revolutionizing Agentic AI systems to solve complex real-world problems.", | |
| "link":"https://courses.analyticsvidhya.com/courses/creating-problem-solving-agents-using-genai-for-action-composition" | |
| }, | |
| { | |
| "name": "Improving Real World RAG Systems: Key Challenges & Practical Solutions", | |
| "description":"Master key challenges in real-world Retrieval-Augmented Generation (RAG) systems. Explore practical solutions, advanced retrieval strategies, and agentic RAG systems to improve context, relevance, and accuracy in AI-driven applications.", | |
| "link":"https://courses.analyticsvidhya.com/courses/improving-real-world-rag-systems-key-challenges" | |
| }, | |
| { | |
| "name": "Framework to Choose the Right LLM for your Business", | |
| "description":"This course provides a comprehensive framework for selecting the right LLM for your business. Learn to evaluate LLMs based on accuracy, cost, scalability, and more, while exploring real-world applications to make informed, strategic AI decisions., advanced retrieval strategies, and agentic RAG systems to improve context, relevance, and accuracy in AI-driven applications.", | |
| "link":"https://courses.analyticsvidhya.com/courses/choosing-the-right-LLM-for-your-business" | |
| }, | |
| { | |
| "name": "Generative AI - A Way of Life - Free Course", | |
| "description":"Embark on a journey into Generative AI for beginners. Learn AI-powered text and image generation, use top AI tools, and explore industry applications. Gain practical skills, understand ethical practices, and master prompting techniques.", | |
| "link":"https://courses.analyticsvidhya.com/courses/genai-a-way-of-life" | |
| }, | |
| { | |
| "name":"Building LLM Applications using Prompt Engineering - Free Course", | |
| "description":"This free course offers a comprehensive guide on building LLM applications, mastering prompt engineering, implementing best practices, and developing chatbots using enterprise data using advanced techniques like few-shot or one-shot prompting", | |
| "link":"https://courses.analyticsvidhya.com/courses/building-llm-applications-using-prompt-engineering-free" | |
| }, | |
| { | |
| "name":"MidJourney: From Inspiration to Implementation - Free Course", | |
| "description":"Understand the fundamentals of the famous image generation tool - Midjourney in this free course. You will learn the various components of Midjourney and how to use it to bring your imaginations to real world.", | |
| "link":"https://courses.analyticsvidhya.com/courses/midjourney_from_inspiration_to_implementation" | |
| }, | |
| { | |
| "name":"Building Your first RAG System using LlamaIndex - Free Course", | |
| "description":"Dive into the sea of Retrieval Augmented Generation with this free course that will help you build your first RAG model with the popular LlamaIndex.", | |
| "link":"https://courses.analyticsvidhya.com/courses/building-first-rag-systems-using-llamaindex" | |
| }, | |
| { | |
| "name":"Exploring Stability.AI - Free Course", | |
| "description":"Explore Stability.AI with this free course providing hands-on experience. Learn to deploy SD WebUI, use Automatic WebUI on RunPod GPU environments, and master installation, setup, generation, and customization of SD.", | |
| "link":"https://courses.analyticsvidhya.com/courses/exploring-stability-ai" | |
| }, | |
| { | |
| "name":"Getting Started with Large Language Models", | |
| "description":"Embarking on a journey into Large Language Models (LLMs) can be seamless with the right approach. This course offers an optimal pathway to delve into the intricacies of natural language processing and model training.", | |
| "link":"https://courses.analyticsvidhya.com/courses/getting-started-with-llms" | |
| }, | |
| { | |
| "name":"Nano Course: Dreambooth-Stable Diffusion for Custom Images", | |
| "description":"Theory to Practice: Dive into Stable Diffusion, its history, and significance, then master the Dreambooth process. Learn how to fine-tune Dreambooth model with your custom images discussing step by step in detail.", | |
| "link":"https://courses.analyticsvidhya.com/courses/nano-course-dreambooth-stable-diffusion-for-custom-images" | |
| }, | |
| { | |
| "name":"Nano Course: Building Large Language Models for Code", | |
| "description":"Learn how to train Large Language Models for Code from Scratch covering each step involved in detail from training data curation to model evaluation. Deep dive into the journey of creating Starcoder, a 15B parameter code generation model.", | |
| "link":"https://courses.analyticsvidhya.com/courses/building-large-language-models-for-code" | |
| } | |
| ] | |
| }, | |
| { | |
| "course_type": "Machine Learning Courses", | |
| "subcourses":[ | |
| { | |
| "name":"Applied Machine Learning - Beginner to Professional", | |
| "description":"This course provides you all the tools and techniques you need to apply machine learning to solve business problems. We will cover the basics of machine learning, how to build machine learning models, improve and deploy your machine learning models.", | |
| "link":"https://courses.analyticsvidhya.com/courses/applied-machine-learning-beginner-to-professional" | |
| }, | |
| { | |
| "name":"Ace Data Science Interviews", | |
| "description":"A comprehensive course covering different kinds of interviews in data science industry and how to ace these interviews. This includes technical interviews on data science / machine learning, case study interviews, guesstimate based interviews.", | |
| "link":"https://courses.analyticsvidhya.com/courses/ace-data-science-interviews" | |
| }, | |
| { | |
| "name":"Data Science Hacks, Tips and Tricks", | |
| "description":"Learn key data science hacks, tips and tricks to become a better and more efficient data scientist. These data science hacks cover a wide range of data science topics like speeding up Python code, optimizing your data science algorithm and much more!", | |
| "link":"https://courses.analyticsvidhya.com/courses/data-science-hacks-tips-and-tricks" | |
| }, | |
| { | |
| "name":"Getting started with Decision Trees", | |
| "description":"Decision Tree algorithm is one of the most powerful algorithm in Machine Learning. Decision trees are used by beginners/ experts to build machine learning models. This course provides you everything about Decision Trees & their Python implementation.", | |
| "link":"https://courses.analyticsvidhya.com/courses/getting-started-with-decision-trees" | |
| }, | |
| { | |
| "name":"Loan Prediction Practice Problem (Using Python)", | |
| "description":"This course is aimed for people getting started into Data Science and Machine Learning while working on a real life practical problem.", | |
| "link":"https://courses.analyticsvidhya.com/courses/loan-prediction-practice-problem-using-python" | |
| }, | |
| { | |
| "name":"Big Mart Sales Prediction Using R", | |
| "description":"This course is aimed for people getting started into Data Science and Machine Learning while solving the Big Mart Sales Prediction problem.", | |
| "link":"https://courses.analyticsvidhya.com/courses/big-mart-sales-prediction-using-r" | |
| }, | |
| { | |
| "name":"Twitter Sentiment Analysis", | |
| "description":"What is sentiment analysis? Why is sentiment analysis so popular in data science? And how can you perform sentiment analysis? Find the answers to all these questions in this free course on Sentiment Analysis using Python!", | |
| "link":"https://courses.analyticsvidhya.com/courses/twitter-sentiment-analysis" | |
| }, | |
| { | |
| "name":"Pandas for Data Analysis in Python", | |
| "description":"What is Pandas? How can you perform data analysis and data manipulation using Pandas in Python? Learn how to work with Pandas in this superb free course and master the most popular Python library in data science.", | |
| "link":"https://courses.analyticsvidhya.com/courses/pandas-for-data-analysis-in-python" | |
| }, | |
| { | |
| "name":"Support Vector Machine (SVM) in Python and R", | |
| "description":"What is a Support Vector Machine (SVM) in machine learning? How does an SVM classifier work? How you can design an SVM classifier in Python and R? Learn all about Support Vector Machines (SVM) in this free course for data scientists!", | |
| "link":"https://courses.analyticsvidhya.com/courses/support-vector-machine-svm-in-python-and-r" | |
| } | |
| ] | |
| }, | |
| { | |
| "course_type":"NLP Courses", | |
| "subcourses":[ | |
| { | |
| "name": "Certified Natural Language Processing Master’s Program", | |
| "description":"Natural Language Processing (NLP) is the science of teaching machines how to interpret text and extract information from it. This program covers basics of Python, Machine Learning & NLP. It includes 17+ projects to prepare you for industry role", | |
| "link":"https://courses.analyticsvidhya.com/bundles/certified-natural-language-processing-master-s-program" | |
| }, | |
| { | |
| "name":"Introduction to Natural Language Processing", | |
| "description":"Natural Language Processing (NLP) is the art of extracting information from unstructured text. This course teaches you basics of NLP, Regular Expressions and Text Preprocessing.", | |
| "link":"https://courses.analyticsvidhya.com/courses/Intro-to-NLP" | |
| } | |
| ] | |
| }, | |
| { | |
| "course_type":"Projects", | |
| "subcourses":[ | |
| { | |
| "name":"Top Data Science Projects for Analysts and Data Scientists", | |
| "description":"Kick-start your career in data science with our data science courses and projects including learning on projects covering machine learning, computer vision, deep learning, natural language processing, reinforcement learning & data engineering.", | |
| "link":"https://courses.analyticsvidhya.com/courses/top-data-science-projects-for-analysts-and-data-scientists" | |
| }, | |
| { | |
| "name":"Getting Started with Git and GitHub for Data Science Professionals", | |
| "description":"Upskill your data science acumen with Analytics Vidhya's Github course for data scientists that empowers you with learning the value and the ins and out’s of Git and GitHub and using Git and GitHub to make your data science projects easier to track.", | |
| "link" :"https://courses.analyticsvidhya.com/courses/getting-started-with-git-and-github-for-data-science-professionals" | |
| } | |
| ] | |
| }, | |
| { | |
| "course_type":"Tools", | |
| "subcourses":[ | |
| { | |
| "name":"Learn Swift for Data Science", | |
| "description":"Swift for Data Science introduces you to the wonderful world of the Swift programming language and how to use it for data science tasks. Swift is quickly being adopted by data science organizations so start your journey today.", | |
| "link":"https://courses.analyticsvidhya.com/courses/learn-swift-for-data-science" | |
| }, | |
| { | |
| "name":"Tableau for Beginners", | |
| "description":"Tableau is the tool of choice for business intelligence, analytics and data visualization experts. Learn how to use Tableau, the different features of Tableau, and start building impactful visualization using this Tableau tutorial!", | |
| "link":"https://courses.analyticsvidhya.com/courses/tableau-for-beginners" | |
| }, | |
| { | |
| "name":"Getting Started with scikit-learn (sklearn) for Machine Learning", | |
| "description":"Scikit-learn (Sklearn) - the powerful Python library for machine learning. But what is sklearn? How does sklearn work? What kind of ML models can you build using sklearn? Find out in this course and build sklearn models!", | |
| "link":"https://courses.analyticsvidhya.com/courses/get-started-with-scikit-learn-sklearn" | |
| } | |
| ] | |
| } | |
| ] | |
| } |