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Data Scientist and Software Engineer roadmap in 30 seconds 💻 ㅤ #swe #faang #learntocode #DataScience #SoftwareEngineering #BreakIntoTech #TechTips

Software Engineer Roadmap for beginners! Tag a friend for all links + list of data structures + algorithms you need to cover⬇️I cannot send you a DM if you do not follow me.What role should I cover next? . . #tech #cs #Interview #Internship #Job #JobSearch #JobHelp #Resume #Linkedin #Bigtech #Microsoft #Google #Apple #Instagram #Amazon #coding #programmer

I was the dumbest in my class 😔 Always came home with F grades. It didn’t stop me. I quit high school and learned to code. 6 months later, I had my first dev job at 19. No degree. No connections. Just obsession. Everyone keeps asking → HOW? I put everything in one roadmap. → Tools I used → Step by step roadmap → Interview scripts & recordings → Job search & offer strategy 💬 Comment “ROADMAP” and I’ll send everything!! #softwareengineer #code #codinglife #developer #roadmap #selftaught #growth #selfimprovement

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

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! 🚀

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]

If I was a beginner learning to code, I would use this 90 day roadmap step by step for beginners 💪 #coding #codingforbeginners #learntocode #computerscience #programming

Backend Software Engineer Roadmap for 2026. 1. Language + framework 2. Linux + CLI 3. Databases 4. APIs 5. Cloud Learn these 5 things and you’ll be ahead of 95% of people. #coding #programming #softwareengineer #csmajors

Coding roadmap here 👇 . . C Programming 2-Month Roadmap Week 1: Learn syntax, variables, data types, operators, and basic I/O Week 2: Master conditional statements, loops, and nested control flows Week 3: Understand functions, recursion, and scope rules Week 4: Dive into arrays, strings, and their manipulation Week 5: Learn pointers, pointer arithmetic, and arrays with pointers Week 6: Work with structures, unions, enums, and typedefs Week 7: File handling, dynamic memory allocation (malloc, calloc, free) Week 8: Solve problems on data structures using C (linked list, stack, queue) Resources: YouTube: CodeWithHarry, Neso Academy, Jenny’s Lectures Practice: HackerRank C Track, GeeksforGeeks C Problems . . #coding #roadmap #programming #cprogramming #pythonprogramming #javaprogramming #beginners #newstart #motivation

Complete Step by Step Roadmap for DSA interview preparation. . . . . . . . . . . . Dsa tech interview google microsoft amazon software engineer job company specific preparation leetcode random question dsa topics coding technical

After almost 7 years of coding, working at big tech companies like Amazon and Autodesk, I finally figured out how to land big tech jobs in 2025... Here’s everything I would do so you can copy me 🧑💻 Comment “massive” for the AI tool I used to apply to 100s of software engineering jobs for me every day 💪 #coding #codingforbeginners #learntocode #techjobs #computerscience #softwareengineer #usemassive
Top Creators
Most active in #software-engineer-roadmap
Reels Graph Intelligence.
Advanced mapping of high-affinity Instagram Reels semantic patterns identified within the #software-engineer-roadmap ecosystem.
Strategic Implementation
Our semantic engine has identified these specific pattern clusters as high-affinity matches for #software-engineer-roadmap. Integrated usage of #software-engineer-roadmap with strategic Reels tags like #engineering and #software is statistically linked to a significant increase in initial Reels discovery velocity.
In-Depth Hashtag Analysis: #software-engineer-roadmap
Expert Review • June 4, 2026 • Based on 12 Reels
Executive Overview
#software-engineer-roadmap is an actively used Instagram hashtag. Across the 12 trending reels analyzed on this page, the content has accumulated a combined total of 12,930,402 views— demonstrating exceptional viral potential within this content vertical. The top creator ecosystem features 8 notable accounts, led by @its.anu.sharma with 5,700,265 total views. The hashtag's semantic network includes 23 related keywords such as #engineering, #software, #engineer, indicating its position within a broader content cluster.
Viewership & Reach Analysis
The 12 reels in this dataset have generated a combined 12,930,402 views, translating to an average of 1,077,534 views per reel. This exceptionally high average viewership indicates that content in this hashtag frequently hits the Explore page or Reels tab, driving massive exposure beyond the creator's immediate follower base.
The highest-performing reel in this dataset received 5,700,265 views. This viral outlier performance is 529% of the average reel performance in this set. This significant gap between the top performer and the average highlights the "viral lottery" nature of this hashtag — breakout hits can achieve massive scale.
Content Overview & Top Creators
The #software-engineer-roadmap ecosystem is dominated by short-form video content (Reels), aligning with Instagram's algorithmic preference for video-first distribution. There are 8 distinct accounts contributing to the trending feed. The top creator, @its.anu.sharma, has contributed 1 reel with a total viewership of 5,700,265. The top three creators — @its.anu.sharma, @arkie.develops, and @the.datascience.gal — together account for 62.9% of the total views in this dataset. The semantic network of #software-engineer-roadmap extends across 23 related hashtags, including #engineering, #software, #engineer, #engine. Creators often use these tags together to reach overlapping audiences.
Discoverability & Reach Potential
The discoverability metrics for #software-engineer-roadmap indicate an active content ecosystem. The average of 1,077,534 views per reel demonstrates consistent audience reach. For creators using #software-engineer-roadmap, high-quality production and strong hooks in the first 1-2 seconds tend to perform best given the competition.
Analyst Verdict
#software-engineer-roadmap demonstrates the hallmarks of a well-performing Instagram hashtag. With an average of 1,077,534 views per reel, the viewership metrics position this hashtag as a premium discovery vehicle. Creators like @its.anu.sharma and @arkie.develops are leading the charge, setting viewership benchmarks for the community.
Frequently Asked Questions
Everything about #software-engineer-roadmap on Instagram
Global Reels Trends
Explore high-velocity Instagram Reels hashtags currently shaping global discovery.











