Zum Hauptinhalt springen
Echtzeit-Radar & Feeds
Alle RSS Feeds ➔
👥 Community & Social
Windows Tipps & SecurityGrafikkarte vor Überhitzung schützen: So geht’s(25.09.2026 um 08:00 Uhr)
••••••••••
Windows Tipps & SecurityGrafikkarte vor Überhitzung schützen: So geht’s(25.09.2026 um 08:00 Uhr)
••••••••••
Intelligence View
⚡ tsecurity.de Intelligence

🎯 DSA Master Learning Plan - Pattern by Pattern

📖 My Story Like many developers, I've been putting off learning DSA for months. The truth? I don't have endless hours to dedicate, and honestly, the traditional "solve 1000 problems" approach felt overwhelming. So I did something di…

0
↗ Quelle (dev.to)
Reagiere als Erste:r — dein Feedback zählt!




📖 My Story



Like many developers, I've been putting off learning DSA for months. The truth? I don't have endless hours to dedicate, and honestly, the traditional "solve 1000 problems" approach felt overwhelming.



So I did something different - I used AI to build a custom learning plan that fits MY schedule and learning style. This isn't another generic DSA roadmap. This is a stress-free, pattern-focused approach that prioritizes depth over breadth.



Important: I'm posting this publicly before I even start. Why? Because having this here means it'll be waiting for me whenever I'm ready to begin. Maybe it'll help you too.









🎨 How I Built This Plan



I spent time with Claude AI to:




  1. Break down DSA into digestible patterns

  2. Order them from foundational to advanced

  3. Select 10-15 problems per pattern (not 100!)

  4. Build in revision cycles so I don't forget

  5. Make it flexible - no rigid daily schedules



The philosophy is simple: Master one pattern deeply before moving to the next.







My Philosophy: Master one pattern at a time. Solve 10+ problems per pattern before moving on.


Timeline: 1 year to become a DSA master (stress-free!)


Revision: Every fortnight, solve 2-3 problems from already mastered patterns










📚 Learning Order (Beginner → Advanced)






Phase 1: Foundation (Weeks 1-8)



Start here. These patterns build your fundamental problem-solving skills.









✅ Pattern 1: Array Basics



Goal: Understand array traversal, basic operations


Problems to Master: 10-12 problems






Core Concepts:




  • Index manipulation

  • In-place modifications

  • Frequency counting






Problem Set (Start with these):





  1. 217. Contains Duplicate - Easy warmup


  2. 169. Majority Element - Boyer-Moore voting


  3. 189. Rotate Array - Reversal technique


  4. 41. First Missing Positive - Index as hash

  5. 442. Find All Duplicates in an Array

  6. 448. Find All Numbers Disappeared in an Array

  7. 287. Find the Duplicate Number

  8. 243. Shortest Word Distance

  9. 849. Maximize Distance to Closest Person


  10. 384. Shuffle an Array - Fisher-Yates



C# Data Structures Used: int[], List<int>, HashSet<int>









✅ Pattern 2: Two Pointers - Same Direction



Goal: Learn to use two pointers moving in same direction


Problems to Master: 10-12 problems






Core Concepts:




  • Slow-fast pointer

  • Remove duplicates

  • In-place array modification






Problem Set:





  1. 283. Move Zeroes - Classic starter

  2. 27. Remove Element

  3. 26. Remove Duplicates from Sorted Array

  4. 80. Remove Duplicates from Sorted Array II


  5. 75. Sort Colors - Dutch National Flag

  6. 121. Best Time to Buy and Sell Stock

  7. 122. Best Time to Buy and Sell Stock II

  8. 31. Next Permutation

  9. 556. Next Greater Element III

  10. 165. Compare Version Numbers

  11. 1574. Shortest Subarray to be Removed to Make Array Sorted



C# Skills: Index manipulation, while loops with two indices









✅ Pattern 3: Two Pointers - Opposite Direction



Goal: Pointers moving from both ends toward center


Problems to Master: 10-12 problems






Core Concepts:




  • Left-right convergence

  • Palindrome checks

  • Two Sum variants






Problem Set:





  1. 125. Valid Palindrome - Start here

  2. 344. Reverse String

  3. 680. Valid Palindrome II

  4. 167. Two Sum II - Input Array Is Sorted


  5. 15. 3Sum - Important pattern

  6. 16. 3Sum Closest

  7. 18. 4Sum

  8. 977. Squares of a Sorted Array


  9. 11. Container With Most Water - Classic


  10. 42. Trapping Rain Water - Must master

  11. 5. Longest Palindromic Substring



Key Algorithm: Expand around center technique









✅ Pattern 4: Sliding Window - Fixed Size



Goal: Maintain a window of fixed size


Problems to Master: 6-8 problems






Core Concepts:




  • Add right, remove left

  • Running sum/count






Problem Set:




  1. 1100. Find K-Length Substrings With No Repeated Characters

  2. 1151. Minimum Swaps to Group All 1's Together

  3. 2134. Minimum Swaps to Group All 1's Together II

  4. 1423. Maximum Points You Can Obtain from Cards

  5. 187. Repeated DNA Sequences

  6. 346. Moving Average from Data Stream



C# Data Structures: Queue<int>, Dictionary<char, int>









✅ Pattern 5: Sliding Window - Variable Size



Goal: Shrink/expand window based on condition


Problems to Master: 10-12 problems






Core Concepts:




  • While loop to shrink window

  • Expand on every iteration

  • Track min/max window






Problem Set:





  1. 3. Longest Substring Without Repeating Characters - Must know

  2. 209. Minimum Size Subarray Sum

  3. 340. Longest Substring with At Most K Distinct Characters

  4. 904. Fruit Into Baskets

  5. 424. Longest Repeating Character Replacement

  6. 567. Permutation in String

  7. 438. Find All Anagrams in a String


  8. 76. Minimum Window Substring - Hard but essential

  9. 30. Substring with Concatenation of All Words

  10. 395. Longest Substring with At Least K Repeating Characters



This is THE most important pattern for interviews!









✅ Pattern 6: HashMap / HashSet



Goal: O(1) lookups for efficiency


Problems to Master: 12-15 problems






Core Concepts:




  • Frequency maps

  • Index storage

  • Set operations






Problem Set:





  1. 1. Two Sum - Classic starter

  2. 242. Valid Anagram

  3. 383. Ransom Note

  4. 387. First Unique Character in a String

  5. 49. Group Anagrams

  6. 128. Longest Consecutive Sequence

  7. 205. Isomorphic Strings

  8. 409. Longest Palindrome

  9. 953. Verifying an Alien Dictionary

  10. 380. Insert Delete GetRandom O(1)

  11. 1010. Pairs of Songs With Total Durations Divisible by 60

  12. 299. Bulls and Cows



C# Data Structures: Dictionary<TKey, TValue>, HashSet<T>









Phase 2: Intermediate Patterns (Weeks 9-20)









✅ Pattern 7: Prefix Sum



Goal: Precompute cumulative sums for range queries


Problems to Master: 10-12 problems






Core Concepts:




  • Running sum array

  • Range sum = prefix[j] - prefix[i-1]

  • HashMap for subarray sums






Problem Set:





  1. 303. Range Sum Query - Immutable - Start here

  2. 304. Range Sum Query 2D - Immutable

  3. 238. Product of Array Except Self

  4. 724. Find Pivot Index


  5. 560. Subarray Sum Equals K - Important

  6. 525. Contiguous Array

  7. 523. Continuous Subarray Sum

  8. 974. Subarray Sums Divisible by K

  9. 1248. Count Number of Nice Subarrays

  10. 1031. Maximum Sum of Two Non-Overlapping Subarrays



Key Technique: Use HashMap to store prefix sums









✅ Pattern 8: Stack / Queue



Goal: LIFO and FIFO operations


Problems to Master: 10-12 problems






Core Concepts:




  • Valid parentheses

  • Expression evaluation

  • Nested structures






Problem Set:





  1. 20. Valid Parentheses - Must know

  2. 155. Min Stack

  3. 150. Evaluate Reverse Polish Notation

  4. 224. Basic Calculator

  5. 227. Basic Calculator II

  6. 394. Decode String

  7. 71. Simplify Path

  8. 1249. Minimum Remove to Make Valid Parentheses

  9. 232. Implement Queue using Stacks

  10. 225. Implement Stack using Queues



C# Data Structures: Stack<T>, Queue<T>









✅ Pattern 9: Monotonic Stack/Queue



Goal: Maintain increasing/decreasing order


Problems to Master: 8-10 problems






Core Concepts:




  • Next greater/smaller element

  • Maintain stack invariant

  • O(n) solutions






Problem Set:





  1. 739. Daily Temperatures - Start here

  2. 496. Next Greater Element I

  3. 503. Next Greater Element II

  4. 402. Remove K Digits


  5. 239. Sliding Window Maximum - Classic

  6. 1438. Longest Continuous Subarray With Absolute Diff Less Than or Equal to Limit

  7. 862. Shortest Subarray with Sum at Least K



This pattern is a game-changer for optimization!








Goal: O(log n) search in sorted spaces


Problems to Master: 12-15 problems






Core Concepts:




  • Template: while (left <= right)

  • Binary search on answer

  • Rotated arrays






Problem Set:





  1. 704. Binary Search - Template

  2. 35. Search Insert Position

  3. 34. Find First and Last Position of Element in Sorted Array

  4. 74. Search a 2D Matrix

  5. 33. Search in Rotated Sorted Array

  6. 153. Find Minimum in Rotated Sorted Array

  7. 162. Find Peak Element

  8. 278. First Bad Version


  9. 875. Koko Eating Bananas - Binary search on answer

  10. 1011. Capacity To Ship Packages Within D Days


  11. 4. Median of Two Sorted Arrays - Hard

  12. 981. Time Based Key-Value Store



Learn the template pattern FIRST!









✅ Pattern 11: Intervals / Line Sweep



Goal: Merge, intersect, and manage intervals


Problems to Master: 10-12 problems






Core Concepts:




  • Sort by start time

  • Merge overlapping intervals

  • Event-based processing






Problem Set:





  1. 252. Meeting Rooms - Easy start


  2. 56. Merge Intervals - Must know

  3. 57. Insert Interval

  4. 435. Non-overlapping Intervals

  5. 986. Interval List Intersections


  6. 253. Meeting Rooms II - Use heap

  7. 452. Minimum Number of Arrows to Burst Balloons

  8. 1288. Remove Covered Intervals

  9. 1229. Meeting Scheduler

  10. 1272. Remove Interval



C# Technique: Sort with custom comparator: Array.Sort(intervals, (a, b) => a[0].CompareTo(b[0]))









Phase 3: Advanced Patterns (Weeks 21-35)









✅ Pattern 12: Linked List



Goal: Master pointer manipulation


Problems to Master: 12-15 problems






Core Concepts:




  • Dummy node technique

  • Fast-slow pointers

  • Reversal






Problem Set:





  1. 206. Reverse Linked List - Must know

  2. 21. Merge Two Sorted Lists

  3. 141. Linked List Cycle

  4. 142. Linked List Cycle II

  5. 876. Middle of the Linked List

  6. 19. Remove Nth Node From End of List

  7. 2. Add Two Numbers

  8. 92. Reverse Linked List II

  9. 25. Reverse Nodes in k-Group

  10. 234. Palindrome Linked List

  11. 143. Reorder List


  12. 148. Sort List - Merge sort


  13. 146. LRU Cache - Very important



C# Note: Use LinkedListNode<T> or create custom ListNode class









✅ Pattern 13: Tree Traversals (DFS)



Goal: Preorder, Inorder, Postorder


Problems to Master: 15-20 problems






Core Concepts:




  • Recursive vs iterative

  • When to process node (pre/in/post)

  • Divide and conquer






Problem Set (Preorder):




  1. 226. Invert Binary Tree

  2. 100. Same Tree

  3. 572. Subtree of Another Tree

  4. 297. Serialize and Deserialize Binary Tree






Problem Set (Inorder):




  1. 94. Binary Tree Inorder Traversal

  2. 98. Validate Binary Search Tree

  3. 230. Kth Smallest Element in a BST

  4. 173. Binary Search Tree Iterator






Problem Set (Postorder):




  1. 543. Diameter of Binary Tree

  2. 124. Binary Tree Maximum Path Sum

  3. 110. Balanced Binary Tree

  4. 236. Lowest Common Ancestor of a Binary Tree






Problem Set (Divide & Conquer):




  1. 105. Construct Binary Tree from Preorder and Inorder Traversal

  2. 108. Convert Sorted Array to Binary Search Tree

  3. 235. Lowest Common Ancestor of a Binary Search Tree



Master tree recursion - it's everywhere!









✅ Pattern 14: Tree BFS (Level Order)



Goal: Process trees level by level


Problems to Master: 8-10 problems






Core Concepts:




  • Queue-based traversal

  • Track level size

  • Right side view






Problem Set:




  1. 102. Binary Tree Level Order Traversal

  2. 103. Binary Tree Zigzag Level Order Traversal

  3. 199. Binary Tree Right Side View

  4. 104. Maximum Depth of Binary Tree

  5. 662. Maximum Width of Binary Tree

  6. 314. Binary Tree Vertical Order Traversal

  7. 863. All Nodes Distance K in Binary Tree









✅ Pattern 15: Heap / Priority Queue



Goal: Top K, merge K, sliding window median


Problems to Master: 10-12 problems






Core Concepts:




  • Min heap / Max heap

  • Maintain top K elements

  • Two heaps technique






Problem Set:




  1. 215. Kth Largest Element in an Array

  2. 347. Top K Frequent Elements

  3. 973. K Closest Points to Origin

  4. 23. Merge k Sorted Lists


  5. 295. Find Median from Data Stream - Two heaps

  6. 373. Find K Pairs with Smallest Sums

  7. 378. Kth Smallest Element in a Sorted Matrix

  8. 1235. Maximum Profit in Job Scheduling

  9. 1094. Car Pooling

  10. 630. Course Schedule III



C# Data Structure: PriorityQueue<TElement, TPriority> (.NET 6+)









✅ Pattern 16: Recursion & Backtracking



Goal: Generate all possibilities


Problems to Master: 12-15 problems






Core Concepts:




  • Decision tree

  • Choose → Explore → Unchoose

  • Base case






Problem Set (coming from repo - will extract from [J]recursion section)



Focus on: Subsets, Permutations, Combinations, N-Queens, Sudoku Solver



This is the most challenging pattern - take your time!









Phase 4: Expert Level (Weeks 36-52)









✅ Pattern 17: Dynamic Programming



Goal: Optimize recursive solutions


Problems to Master: 20+ problems (this is huge!)






Sub-patterns:




  • 1D DP (Climbing stairs, House Robber)

  • 2D DP (Grid paths, LCS, Edit Distance)

  • Knapsack variants

  • DP on strings



Dedicate 2-3 months to this pattern alone!









✅ Pattern 18: Graph (BFS/DFS)



Goal: Traverse graphs, find paths


Problems to Master: 15+ problems






Core Concepts:




  • Adjacency list representation

  • Visited set

  • Connected components

  • Cycle detection









✅ Pattern 19: Trie



Goal: Prefix-based operations


Problems to Master: 8-10 problems









✅ Pattern 20: Union Find



Goal: Connected components, cycle detection


Problems to Master: 8-10 problems









🔄 Biweekly Revision Schedule



Every 2 weeks, solve:




  • 2 problems from oldest mastered pattern

  • 1 problem from second oldest mastered pattern



Example (Week 10):




  • You've mastered: Array Basics, Two Pointers (Same), Two Pointers (Opposite)

  • This weekend: Solve 2 Array problems + 1 Two Pointer (Same) problem









🎯 Success Metrics



After 1 year:




  • ✅ Mastered 15-18 core patterns

  • ✅ Solved 300-400 problems total

  • ✅ Can identify pattern in 80% of new problems

  • ✅ Confident in Medium problems, can attempt Hard

  • ✅ Ready for any coding interview









💡 Pro Tips





  1. Don't rush - 10 problems per pattern minimum


  2. Understand, don't memorize - Can you explain the approach?


  3. Code in C# without looking - True mastery test


  4. Time yourself - 30 min for Easy, 45 for Medium


  5. Review mistakes - Keep a "mistakes journal"


  6. Teach someone - Best way to solidify learning









🤝 Join Me on This Journey



I haven't started yet, but I will. And when I do, I'll update this post with:




  • My progress updates

  • Problems that really helped me "click"

  • Pitfalls to avoid

  • Time estimates for each pattern



If you're using this plan, drop a comment! Let's learn together.









🙏 Credits



This plan was created with assistance from Claude AI. I provided my constraints (limited time, need for structure, C# preference), and together we crafted something that actually feels doable.



The lesson? Don't be afraid to use AI as your learning companion. It won't solve problems for you, but it can help you create a roadmap that respects your reality.






Tags: #dsa #datastructures #algorithms #leetcode #learning #csharp #career



Bookmark this if you're also planning to start "someday" 📚✨

1. Sofort-Triage & Abwehrmaßnahmen

SOC Incident Playbook: Vulnerability Remediation & Verification
Syntax validiert (0 Fehler)
title: Detect Exploitation - 🎯 DSA Master Learning Plan - Pattern by Pattern
id: 6be4754d-610f-437b-9f3e-83250b814501
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-25
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'exploit'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
Syntax validiert (0 Fehler)
rule CTI_Threat_Indicator {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-25"
        description = "YARA Signature for "
    strings:
        $str = "🎯 DSA Master Learning Plan - P" ascii wide
    condition:
        any of them
}
Syntax validiert (0 Fehler)
index=security sourcetype IN ("cisco:asa", "pan:traffic", "zeek_conn", "suricata", "WinEventLog:Security")
("DSA Master Learning Plan - Pattern by Pa")
| stats count earliest(_time) as first_seen latest(_time) as last_seen by src_ip, dest_ip, dest_host, signature
| eval first_seen=strftime(first_seen, "%Y-%m-%d %H:%M:%S"), last_seen=strftime(last_seen, "%Y-%m-%d %H:%M:%S")
| sort - count
Syntax validiert (0 Fehler)
message: "*DSA Master Learning Plan - Pattern by Pa*"
Syntax validiert (0 Fehler)
CommonSecurityLog
| where Message has "DSA Master Learning Plan - Pattern by Pa"
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by SourceIP, DestinationIP, DestinationPort, Activity
| extend DetectionRule = "iShareStuff-CTI-Compiled"
| sort by EventCount desc

2. Cyber Threat Intelligence & Forensik

CTI Threat Relationship Graph3 Knoten / 2 Relationen
CVE / Incident Software MITRE ATT&CK CWE Weakness IoC
🎯
MITRE ATT&CK Matrix Navigator 14 Taktiken
Reconnaissance
-
Resource Development
-
Initial Access
Execution
Persistence
-
Privilege Escalation
Defense Evasion
Credential Access
-
Discovery
-
Lateral Movement
-
Collection
-
Command and Control
Exfiltration
-
Impact
tsecurity.de Cognitive Threat RAG
Fokus-Vektor:

Kognitive Analyse für identifizierte Bedrohung: Erhöhte Bedrohungslage im Bereich 🎯 DSA Master Learning Plan - Pattern by .... Basierend auf 368k Vektor-Korrelationen werden sofortige Isolationsmaßnahmen für betroffene Endpunkte empfohlen.

🛡️ Angriffsfläche & Exposure

Netzwerk/Remote-Zugriff ohne Vorauthentifizierung möglich.

⚡ Empfohlene Sofortmaßnahmen
  • 1. Perimeter-Inspektion: Relevante Portfreigaben und exponierte Endpunkte unverzüglich scannen.
  • 2. Patch-Applikation: Hersteller-Hotfix einspielen oder betroffene Daemons in isolierte DMZ-Segmente überführen.
  • 3. Telemetrie & EDR-Alerts: Prozessaufrufe und Child-Processes auf anomale Shell-Spawns überwachen.
🔗 Semantisch verwandte Zero-Days MariaDB 11.7 VEC
Ähnliche Beiträge
🔍 Verwandte News

Auch interessante Nachrichten 🎯 DSA Master Learning Plan - Pattern by Pattern

Thematisch verwandte Begriffe: Master, Learning, Plan, Pattern · 6 Treffer

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...

Laden...

Beiträge werden geladen ...

Laden...

Videos werden geladen ...

Zum Aktualisieren ziehen
ZERO-DAY CVE-2026-97898 | Insecure Direct Object Reference / missing object-level authorization in…
Advisory →
tsecurity.de Icon
Offline-Lesen, Eilmeldungen & 0ms Ladezeit

Installiere tsecurity.de direkt auf deinen Home-Bildschirm für das ultimative Vollbild-Magazinerlebnis ohne Browser-Leisten.

Nächster Beitrag