#Software Developer Career Roadmap

Here’s a roadmap to help you go from a software engineer to a data scientist 👩‍💻 👇 If you’re tired of writing vanilla apps and want to build ML systems instead, this one’s for you. Step 1 – Learn Python and SQL (not Java, C++, or JavaScript). → Focus on pandas, numpy, scikit-learn, matplotlib → For SQL: use LeetCode or StrataScratch to practice real-world queries → Don’t just write code—learn to think in data Step 2 – Build your foundation in statistics + math. → Start with Practical Statistics for Data Scientists → Learn: probability, hypothesis testing, confidence intervals, distributions → Brush up on linear algebra (vectors, dot products) and calculus (gradients, chain rule) Step 3 – Learn ML the right way. → Do Andrew Ng’s ML course (Deeplearning.ai) → Master the full pipeline: cleaning → feature engineering → modeling → evaluation → Read Elements of Statistical Learning or Sutton & Barto if you want to go deeper Step 4 – Build 2–3 real, messy projects. → Don’t follow toy tutorials → Use APIs or scrape data, build full pipelines, and deploy using Streamlit or Gradio → Upload everything to GitHub with a clear README Step 5 – Become a storyteller with data. → Read Storytelling with Data by Cole Knaflic → Learn to explain your findings to non-technical teams → Practice communicating precision/recall/F1 in simple language Step 6 – Stay current. Never stop learning. → Follow PapersWithCode (it's now sun-setted, use huggingface.co/papers/trending, ArXiv Sanity, and follow ML practitioners on LinkedIn → Join communities, follow researchers, and keep shipping new experiments ------- Save this for later. Tag a friend who’s trying to make the switch. [software engineer to data scientist, ML career roadmap, python for data science, SQL for ML, statistics for ML, data science career guide, ML project ideas, data storytelling, becoming a data scientist, ML learning path 2025]

How to become Software Engineer in India? 🧑‍💻 Welcome to Episode 5 of Career Compass with Poorva! 👩‍💻🧭 In each episode, I’ll be breaking down one career to help you navigate your way to success. Dreaming of a career in software engineering? 🌟 Follow these steps to turn your passion into a profession! 💻✨ ✨Choose the Right Subjects in School: Focus on Mathematics and Computer Science. ✨Earn a Bachelor’s Degree: Pursue B.Tech/B.E. in Computer Science or related fields. ✨Develop Practical Skills: Learn coding languages like Python, Java, and C++. ✨Gain Experience: Work on projects, internships, and participate in hackathons. ✨Build a Strong Portfolio: Showcase your work on platforms like GitHub. ✨Continuous Learning: Stay updated with new technologies and take online courses. ✨Apply for Jobs: Start with internships, entry-level jobs, or freelancing. Follow @poorvaachoudharyy for more helpful content! 🚀 #jee #iit #nit #engineering #softwaredeveloper #studygram #google #amazon #netflix #coding #programming #datascience #softwareengineer #career #careerdevelopment #tech #India

🚀 From Beginner to 15 LPA Full Stack Developer — in JUST 90 Days! Still lost in random tutorials with no roadmap? 😵‍💫 Let me break it down for you — the exact 3-phase plan to crack top product-based companies with Full Stack skills 👇 👀 Save this plan. Start your journey today. 📲 Follow @swatijha_123 for more placement blueprints, project ideas, and tech career growth tips. Keywords: Full Stack Roadmap, MERN Stack in 90 Days, 15 LPA Job Prep, React Developer Plan, Node.js to Next.js, Coding Roadmap for Placements, Resume and Project Strategy, DSA + System Design Combo, Internship to Job Plan, Software Developer Journey Hashtags: #FullStackDeveloper #MERNstack #ReactJSDeveloper #JobReadyTech #CodingForPlacements #EngineeringReels #TechCareersIndia #CampusPlacements #15LPAJourney #DevRoadmap #SoftwareJobsIndia #ReelsThatHelp

Freelance Software Developer Roadmap 🚀 🛣️This is the quick video on freelancing for developers. If you need a detailed guide, DM me and I’ll share it with you guys. 💯 @skydo_official is an innovative service that provides free international bank accounts within five minutes, they do not charge forex margin or any hidden fees. Start your freelancing journey with Skydo and save up to 5X. Check the link in Bio 🚀You may refer to the following communities for freelancers and developers: * Remote Indian * We Work Remotely * Arc Community * Remotive * Workfrom * Being Freelance on Facebook * Remote Workers on LinkedIn * The Remote Work Club Do checkout @skydo_official link in my bio 🙌 [ freelance software developer, programming, web development, web developer, designer, web designer ] #freelancer #softwaredeveloper #webdeveloper #programmer

Roadmap here 👇 . . 3-Month Roadmap (Daily: 90 mins DSA, 15 mins Core, 15 mins Apti, 60 mins Project) Month 1: Foundations Week 1-2 DSA: 20 Arrays, 10 Strings Core: OOPs, DBMS basics Apti: Numbers, LCM/HCF, Percentages Project: Setup MERN/Next.js base, Auth module Week 3 DSA: 10 more Strings, 10 Linked Lists Core: OS basics, CN layers Apti: Averages, Ratios Project: CRUD operations, MongoDB integration Week 4 DSA: 10 Linked Lists, 10 Stacks Core: SQL queries Apti: Speed, Time & Distance Project: UI building (Tailwind/Bootstrap), routing Month 2: Intermediate Week 1 DSA: 10 Queues, 10 Hash Maps Core: Indexes, Joins Apti: Time & Work, Pipes Project: Filters, search, user roles Week 2 DSA: 10 Hash Maps, 10 mixed revision Core: OS Scheduling, Memory Apti: Simple equations, Ages Project: API integration, error handling Week 3 DSA: 10 medium mixed Core: CN protocols, HTTP Apti: Mixtures, Profits Project: Deployment basics (Vercel/Render) Week 4 DSA: 10 new medium-level DSA Core: OOPs revision Apti: Series, Puzzles Project: Test & debug features Month 3: Advanced + Polish Week 1 DSA: 10 mixed practice Core: DS & Algo in core (stacks, LL) Apti: Clock, Calendar Project: Add payment / file upload Week 2 DSA: 10 mixed (Leetcode/medium) Core: System design basics Apti: Logical reasoning Project: Dashboard UI + Charts Week 3 DSA: 10 new DSA Core: Final revision Apti: Mock tests Project: Project 2 start — idea + UI Week 4 DSA: 10 more (focus on weak areas) Core: Top 20 MCQs Apti: Practice sets Project: Project 2 build & test Resources DSA: LeetCode, GeeksForGeeks, CodeStudio Core: Gate Smashers (YouTube), GeeksForGeeks Apti: IndiaBix, PlacementSeason Projects: freeCodeCamp, YouTube (codedamn, JavaScript Mastery) Practice: HackerRank, Codeforces for logic building . #students #engineering #collegelife #coding #job #tips #opportunity #practice ce

This is the software developer roadmap nobody tells you. Comment ‘Start’ to learn more. #SoftwareDeveloper #DeveloperRoadmap #TechCareers #CodingLife #LearnToCode [software developer roadmap, coding career path, full stack developer journey, programming roadmap, developer skills, tech career guide, coding ninjas]

I took the leap of faith trying out a new industry, and I can tell you… It was so worth it. Stay ahead with the latest and most in demand job right now - the ‘AI engineer’, by following this roadmap. Check the post before this for the free courses for each step! 🚀

I'm Anu, I'm a Software Engineer at Google, If I had to start preparing for Google in 2025, Here’s the roadmap I would follow: ☑️ Timeline: → 3 months on DSA + System Design → 3 months on full-stack projects + DevOps + GenAI → 4–5 hours a day is more than enough if you stay consistent. 1️⃣ Pick one language: Java, C++, or Python — choose one and master it. 2️⃣ Learn DSA & System Design: Focus on graphs, trees, recursion, and DP. Read engineering blogs to understand real-world system design. 3️⃣ Master Full Stack Development (MERN Stack): Build projects that cover both frontend and backend (client and server side). Learn how real systems work end-to-end. 4️⃣ Understand DevOps: Learn CI/CD, testing, deployment, and how software is shipped. 5️⃣ Explore Generative AI: Learn how to use APIs from OpenAI, Gemini, Claude, etc., and build projects that integrate these tools. 6️⃣ Mock interviews: Once you’ve covered the basics, start mock interviews (technical + HR) with engineers from Google or your target companies who can give you honest, practical feedback. This journey won’t be easy, and you might face technical roadblocks, time management issues, or self-doubt. So, don’t hesitate to connect with senior SDEs, they’ll help you stay on track and get placed at your dream company. 💯 All the best! If you’ve reached here, follow @its.anu.sharma for more such content. I help you to crack big tech. [software, coder, developer, google, hiring, interviews, tips, personal, story, experience, algorithms, cs students, computer science] #SoftwareEngineer #TechJourney #CodingLife #GoogleIntern #CSFundamentals #FullStackDeveloper #CodingContests #TechInterviews #WomenInTech #CareerTips

Comment ‘Roadmap’ to get this roadmap with links in your DM directly! 🌟 . . Do you also dream of Becoming a Software Engineer? Then this roadmap is for you 💯 . . . Save this for later💯 . . Share with aspiring Software Engineers ❤️ . Follow @prathamkohliyt for more amazing content ❤️ . . [Software Developer, Computer Science, Engineering Students, College Students, DSA, Web Development, Placements, Job, Certifications, roadmap ] #faang #Google #amazon #programming #coding #resources #jobs #college #placements #placementspreparation #engineeringcollege #computerscience #computerprogramming #dsa #trending #reels #student #studygram #studytips #motivation #engineering #certification #softwaredeveloper #explorepage #explore #jobpreparation #interviewtips #interview #prathamkohli #instadaily

5 Levels to become a FAANG Software Engineer 🤑💰 #swe #tech #software #fyp

Day in the life of app developer 👨🏻‍💻 . . . #appdeveloper #flutterdeveloper #appdesign #iosdeveloper #softwareengineer

This is INSANE!🔥 Software developers are making 2300rs/hr from this website but no one is talking about it. Life is hard as a developer in 2025 Few companies are hiring, many developers are losing their job And ai is replacing developers fast @outlierai works with top ai companies to improve models to write and understand code. And they need real developers for it As a developer, you will be reviewing AI generated HTML, CSS, and Javascript Give feedback on UI/UX and responsive design And write prompts to teach AI how good frontend code works. All you need is english proficiency, solid skills in frontend technologies like react, vue, nextjs and experience with building polished, production ready websites. Once you sign up for free and clear their short test, you’re ready to start earning in dollars from the comfort of your home. Comment “outlier” and i’ll send you the link to sign up. #softwareengineer #softwaredeveloper #programming #webdeveloper #webdevelopment #workfromhome #makemoneyonlinenow #remotework #freelancedeveloper #freelancing #javascriptdeveloper #reactjs #ai