🚀 A Realization While Practicing LeetCode — It’s All About Patterns While working through coding problems, I’ve started noticing something interesting: Most problems on LeetCode are not random — they follow repeatable patterns. Once you start recognizing them, things become much clearer. 🧠 Common Patterns I’m Seeing • Brute Force (starting point for understanding) • Hashing / Arrays • Two Pointers • Sliding Window • Stack • Linked List techniques • Binary Search And then comes the more challenging layer 👇 ⚡ Current Challenge Areas (for me) • Recursion & Backtracking • Greedy approaches • Dynamic Programming (DP) • Graph problems • BFS & DFS concepts I understand the basics, but applying them in coding is still a bit challenging — and that’s exactly where real learning is happening. 💡 Key Insight Every complex problem is usually just a combination of: 👉 A known pattern 👉 A small twist The goal isn’t to memorize solutions, but to: • Identify patterns • Understand approaches • Build strong fundamentals 🎯 My Current Focus • Strengthening core patterns • Practicing consistently • Revisiting fundamentals when stuck • Learning by breaking down problems Step by step, things are starting to connect. Not perfect yet — but progressing 🚀 #LeetCode #CodingPractice #ProblemSolving #SoftwareEngineering #LearningInPublic #BuildInPublic
LeetCode Patterns and Problem Solving Strategies
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I still remember the first time I opened LeetCode. I thought “Let me just solve a few problems.” That “few problems” turned into hours of staring at a screen, feeling stuck on something as simple as a Linked List. At one point, I almost quit. Because it didn’t feel like coding. It felt like solving puzzles designed to break my confidence. But something changed. Not my intelligence. Not my coding language. My approach. I stopped trying to “solve everything.” Instead, I focused on patterns: → Linked Lists stopped being scary → Trees started making sense → Graphs became predictable → Arrays felt like strategy, not guessing That’s when I realized something important: Most developers don’t fail because they can’t code. They fail because they try to memorize solutions… …instead of understanding patterns. This PDF? It’s not just a collection of solutions. It’s a map of patterns: • Cycle detection • Two pointers • Recursion in trees • Traversal techniques • Problem breakdown thinking If you’re a student or developer struggling with DSA right now… Read this slowly: You’re not stuck. You’re just looking at problems individually instead of structurally. The moment you start seeing patterns. Everything changes. If you want the PDF or a structured roadmap to master these patterns, Comment “DSA” or DM me. I’ll share it with you. #DSA #LeetCode #CodingJourney #Developers #Students #TechCareers #Programming #SoftwareEngineering
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🚀 340+ LeetCode Problems Solved What started as random problem solving has now become a consistent habit. I’ve crossed 340+ problems on LeetCode, and more importantly, improved how I approach problems. Breakdown: • Easy: 144 • Medium: 182 • Hard: 14 Key lessons from this journey: • Consistency beats intensity — even 2–3 problems daily compounds over time • Struggling is part of the process — the real learning happens when you don’t get it immediately • Patterns matter more than problems — recognizing approaches (DP, Graphs, Sliding Window) is key • Revisiting problems is underrated — solving once is not enough • Clean thinking > fast coding — clarity leads to optimal solutions This journey has helped me build: • Strong problem-solving skills • Better debugging and analytical thinking • Confidence in tackling interview-level questions Next target: 500+ problems 💯 Let’s keep building 🚀 #LeetCode #DSA #CodingJourney #SoftwareEngineering #Placements2026
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Most people solve LeetCode problems the wrong way. I did too. I used to: → Jump into coding immediately → Get stuck → Check solution after 10–15 mins And repeat. Result? No real improvement. Then I changed my approach. Now every problem I solve follows this: 1️⃣ Understand the problem (don’t rush) → Read it twice → Identify inputs, outputs, constraints 2️⃣ Think before coding → Start with brute force → Break problem into smaller parts 3️⃣ Focus on patterns, not problems → Two pointers → Sliding window → DP, graphs, etc. 4️⃣ Dry run with examples → Test edge cases → See where it breaks 5️⃣ Then code → First correct → Then optimize 💡 Biggest mistake people make: They treat LeetCode like a quiz. But it’s not about knowing the answer. It’s about building the thinking process. Once I started doing this: Less frustration. More clarity. Real improvement. If you’re stuck in DSA: Don’t solve more problems. Solve them better. What’s your approach when you see a new problem? #LeetCode #DSA #SoftwareEngineering #CodingInterview #Developers #ProblemSolving #TechCareers
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🚀 Day 14 of 100 Days LeetCode Challenge Problem: The K-th Lexicographical String of All Happy Strings of Length n Today’s problem is a perfect blend of Backtracking + Lexicographical Ordering 🔥 💡 Key Insight: A happy string: Uses only 'a', 'b', 'c' No two adjacent characters are the same 👉 Instead of generating all strings blindly, we: Build valid strings using backtracking Maintain lexicographical order naturally 🔍 Core Approach: 1️⃣ Backtracking (DFS) Start building string character by character At each step: Choose from 'a', 'b', 'c' Skip if same as previous character 2️⃣ Lexicographical Order Always try characters in order: 'a' → 'b' → 'c' 3️⃣ Stop Early Once we reach the k-th string, stop recursion 👉 If total strings < k → return "" 🔥 What I Learned Today: Backtracking is powerful for constraint-based generation Ordering decisions early helps avoid extra sorting Early stopping = major optimization 📈 Challenge Progress: Day 14/100 ✅ 2 weeks strong! LeetCode, Backtracking, Recursion, Lexicographical Order, Strings, DFS, DSA Practice, Coding Challenge, Problem Solving #100DaysOfCode #LeetCode #DSA #CodingChallenge #Backtracking #Recursion #Strings #ProblemSolving #TechJourney #ProgrammerLife #SoftwareDeveloper #CodingLife #LearnToCode #Developers #Consistency #GrowthMindset #InterviewPrep
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Being a developer is just having a 6th sense for where the bug is… and still spending 3 hours looking everywhere else first. Also: - 10% coding - 20% Googling - 30% wondering why it worked yesterday - 40% pretending you meant to do that “Works on my machine” should honestly be listed as a core skill at this point 😂
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🔰Your Code Isn't Broken. You Just Haven't Learned Its Language Yet. 🔰Every programmer has stared at a screen wondering why perfectly logical code refuses to run. The answer is almost always hiding in plain sight a missing semicolon, an off-by-one index, a variable referenced before assignment, indentation that lies about structure. 🔰These aren't failures of intelligence. They're failures of pattern recognition. Experienced developers don't write flawless code. They simply recognize common scripting errors faster sometimes before the code even runs. They've internalized the map of where mistakes hide. 🔰Syntax errors, logic flaws, scope confusion, type mismatches. Each has a signature. Each has a fix. Learning to spot them isn't about memorization. It's about building debugging intuition. 🔰The gap between frustrated beginner and confident coder isn't talent. It's knowing which errors to look for first. Questions for reflection: 👉Which scripting error has wasted the most hours of your debugging life? 👉How would your coding speed change if you could spot common errors before execution? ⏬Follow us on Facebook: https://lnkd.in/e6mwuQTf Instagram: https://lnkd.in/eutvky3r Twitter: https://x.com/xcademialtd 📧Write to Us: info@xcademia.com 🌐Explore More: www.xcademia.co.uk #ScriptingErrors #Debugging #CodingTips #Programming #SoftwareDevelopment #TechSkills #ErrorHandling #CodeQuality #Xcademia #LearnToCode #DeveloperProductivity
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🚀 Day 89 – Behind the Scenes of My Project Today, I want to share what usually doesn’t get posted — the real process behind building a project. Because what you see is the final output, but the journey behind it is something else. 🔹 What actually happens behind the scenes • Writing code → errors → fixing → new errors 😅 • Spending hours on a bug caused by a small mistake • Changing approach multiple times before getting it right • Testing the same feature again and again • Learning something new almost every day 🔹 Reality of development It’s not just about writing code — it’s about: ✔ Patience ✔ Consistency ✔ Problem-solving ✔ Not giving up when things don’t work 🔹 Key realization Every working feature you see is backed by hours of confusion, debugging, and learning. 📌 Day 89 — respecting the process, not just the result. #90DaysOfPython #BehindTheScenes #DeveloperLife #CodingReality #LearningInPublic
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Coding is more than just writing lines of code. Great developers focus on understanding problems, thinking logically, and finding efficient solutions. That’s what separates beginners from professionals. 💻 #codinglife #problemsolving #learnprogramming #developermindset #codedaily
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🚀 Day 29 of 100 Days LeetCode Challenge Problem: Check if Strings Can be Made Equal With Operations I Day 29 is a short but pattern + constraint observation problem 🔥 💡 Key Insight: We can only swap characters where: 👉 j - i = 2 For a string of length 4, possible swaps: Index 0 ↔ 2 Index 1 ↔ 3 👉 That means: Positions (0,2) form one group Positions (1,3) form another group 🔍 Core Approach: 1️⃣ Group Characters Extract characters from: Even indices → [0, 2] Odd indices → [1, 3] 2️⃣ Compare Groups Sort both groups for s1 and s2 If both corresponding groups match → ✅ true Else → ❌ false 💡 Why This Works: You can rearrange freely within each group But cannot mix between groups 🔥 What I Learned Today: Limited operations define independent groups Think in terms of index grouping Small problems still test logical clarity 📈 Challenge Progress: Day 29/100 ✅ One day to 30! LeetCode, Strings, Swapping, Greedy, Pattern Recognition, Arrays, DSA Practice, Coding Challenge, Problem Solving #100DaysOfCode #LeetCode #DSA #CodingChallenge #Strings #ProblemSolving #TechJourney #ProgrammerLife #SoftwareDeveloper #CodingLife #LearnToCode #Developers #Consistency #GrowthMindset #InterviewPrep
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😅 Coding is not about writing code only. It’s about solving problems. Sometimes I spend hours fixing a tiny bug—but that’s how I learn. Every error makes me better. That’s the journey of a developer. #coding #debugging #developerlife
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