375.9K
SWThe best data structures and algorithms resources you need if you’re studying computer science #coding #learntocode #dsa #datastructuresandalgorithms #cs #computerscience #codingforbeginners
@swerikcodes
#Data Structures And Algorithms Roadmap
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🚀 Want to learn Data Structures and Algorithms in a way that actually sticks? This mini roadmap helps you go from confused beginner to solving problems confidently with the right mental models.
🎓 DSA Visualizer
Perfect first step if you get lost in theory. You can visually understand how stacks, queues, trees, heaps, and sorting actually move step by step. Great for building intuition before you grind LeetCode.
📘 VisuAlgo DSA
Now level up your understanding with interactive animations and explanations for classic algorithms and data structures. This is amazing for topics like BFS, DFS, shortest paths, hashing, heaps, segment trees, and complexity intuition.
💻 USFCA CS Lectures
Time to learn the real foundations. These university style notes and visuals help you understand data structures, recursion, runtime analysis, and algorithm design patterns properly so you are not just memorizing solutions.
💡 With these DSA resources you will:
Understand core data structures with visual intuition
Learn common algorithm patterns for interviews
Improve problem solving for LeetCode and coding assessments
Build a strong base for system design and backend engineering
If you are serious about software engineering interviews, competitive programming, or becoming a stronger developer, mastering DSA is one of the highest ROI skills.
📌 Save this post so you do not lose the roadmap.
💬 Comment “LINK” and I will send you all the links.
👉 Follow for more content on DSA, coding interviews, and software engineering.
@pirknn
416.1K
EMComment “SQL” to get links!
🚀 Want to master SQL without getting bored to tears? This mini roadmap takes you from “what is a database?” to solving complex crimes with code.
🎨 DrawSQL
Stop trying to visualize complex databases in your head. This tool lets you build beautiful Entity Relationship Diagrams (ERDs) just by dragging and dropping. It is the best way to understand how tables relate to each other—Foreign Keys and Joins finally make sense when you can actually see them.
⚡ SQLBolt
Perfect if you want to learn by doing, not reading. This site gives you bite-sized, interactive lessons right in your browser. No installation needed. You’ll race through the basics of SELECT, filtering, and aggregations with instant feedback on your code.
🕵️ SQL Murder Mystery
The ultimate way to practice. There has been a murder in SQL City, and you have to solve it by querying the police database. You will use advanced logic, joins, and wildcards to find the killer. It turns “studying” into a detective game you actually want to play.
💡 With these resources you will:
Visualize database architecture like a System Designer
Master the syntax through hands-on repetition
Build real-world problem-solving skills (and have fun doing it)
If you are aiming for Data Analytics or Backend Engineering roles, these 3 tools are your cheat sheet.
📌 Save this post so you don’t lose the roadmap.
💬 Comment “SQL” and I’ll send you the direct links. 👉 Follow for more content on Coding, Data, and Tech Careers.
@emrcodes
245.4K
JEComment “project” for my full video that breaks each of these projects down in detail with examples from my own work.
If you’re using the Titanic, Iris, or COVID-19 dataset for data analytics projects, STOP NOW! These are so boring and over used and scream “newbie”. You can find way more interesting datasets for FREE on public data sites and you can even make your own using ChatGPT or Claude!
Here are the 3 types of projects you need:
↳Exploratory Data Analysis (EDA): Exploring a dataset to uncover insights through descriptive statistics (averages, ranges, distributions) and data visualization, including analyzing relationships between variables
↳Full Stack Data Analytics Project: An end-to-end project that covers the entire data pipeline: wrangling data from a database, cleaning and transforming it. It demonstrates proficiency across multiple tools, not just one.
↳Funnel Analysis: Tracking users or items move from point A to point B, and how many make it through each step in between. This demonstrates a deeper level of business thinking by analyzing the process from beginning to end and providing actionable recommendations to improve it
Save this video for later + send to a data friend!
@jessramosdata
1.3M
EMComment “DSA” and I’ll send it.
If you’re trying to truly understand algorithms and data structures, not just memorize them for interviews, you need to see how they work.
I’ve put together a set of powerful visualization tools that make complex concepts click.
This resource collection helps you:
• Visualize sorting, trees, graphs, and pathfinding step by step
• Understand time & space complexity intuitively
• Strengthen your DSA foundation for interviews and real-world engineering
• Learn by interacting, not just reading
Stop guessing how algorithms behave.
Start watching them run.
Comment “DSA” and I’ll send the full list.
@emrcodes
111.4K
CHHere is a full roadmap on how to get started with Data Science. Comment “DATA” for the full roadmap pdf.
#datascience #machinelearning #coding #ai #university
@chrispathway
1.0M
GRHow to Learn Data Structures & Algorithms For FREE - AlgoMap #java #software #softwarejobs #softwareengineer #datastructures #leetcode #programming #javadeveloper #datastructuresandalgorithms #python #softwaredeveloper #code #FAANG #coding #javascript #javascriptdeveloper #codingisfun #codinginterview #js #html #css #sql
@greghogg5
561.5K
CHThe best projects serve a real use case
Comment “data” for all the links and project descriptions
#tech #data #datascience #ml #explore
@chrisoh.zip
1.5M
VOComment "Link" to get the links!
You Will Never Struggle With Data Structures & Algorithms Again
🔗 Explore these free visualization tools:
1️⃣ visualgo.net
2️⃣ cs.usfca.edu
3️⃣ csvistool.com
Stop memorizing code blindly. See every algorithm in action — arrays, linked lists, stacks, queues, trees, graphs, sorting, searching, and more. These interactive platforms show step-by-step exactly how data flows and how operations work.
Whether you’re preparing for coding interviews, studying computer science, or just starting with DSA, this is the fastest way to master the fundamentals.
Save this, share it, and turn complex algorithms into simple visuals you’ll never forget.
@volkan.js
18.9K
PIComment "DS" to get links!
🚀 Want to learn data structures and algorithms in a way that actually makes sense? This mini roadmap helps you go from beginner to solving coding problems with real understanding.
🎓 DS Explained
Perfect starting point if you are new to data structures. You will understand how arrays work, how data is stored, and why data structures matter in coding interviews and real software engineering. Great for building a strong foundation before jumping into harder problems.
📘 LC Patterns
Now start thinking like a problem solver. This resource helps you understand common coding interview patterns with binary search and other repeatable approaches used in LeetCode style questions. You will get better at recognizing patterns instead of guessing solutions.
💻 DS Full Course
Time to go deeper. This full course helps you understand stack and other core data structures in a more complete way. You will strengthen your problem solving skills and build the kind of DSA foundation that helps with interviews, competitive programming and backend engineering.
💡 With these data structures and algorithms resources you will:
Build a strong mental model for arrays, stacks and problem solving patterns
Understand how to approach coding interviews with more confidence
Improve your DSA skills for software engineering, technical interviews and LeetCode practice
If you are serious about coding interviews, software engineering or computer science fundamentals, learning data structures and algorithms is a must have skill.
📌 Save this post so you do not lose the roadmap.
💬 Comment "DS" and I will send you all the links.
👉 Follow for more content on data structures, algorithms, coding interviews and backend engineering.
@pirknn
232.0K
SAComplete 10-week AI Roadmap! #ai #ml #tech #fyp
@sajjaad.khader
417.4K
COThere’s a reason these websites go viral every time I share them…
The best way to understand DSA is to VISUALIZE what the algorithm is doing.
SAVE this for later💌
✅FOLLOW for more Computer Science tips!
#computerscience #compsci #programming #coding #computersciencemajor #computersciencestudent #studytips #softwareengineering #dsa #datastructure #codinginterview
@compskyy
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