One thing I’m realizing while learning Java + DSA: Most problems are not about coding they’re about recognizing patterns. Linear Search, Binary Search, Recursion, Trees… The logic changes slightly, but the thinking process repeats. Currently following @Kunal Kushwaha’s Java + DSA playlist step by step and focusing more on understanding than memorizing. Fundamentals first. Speed later. #Java #DSA #ProblemSolving #LearningJourney
Java DSA: Mastering Pattern Recognition for Problem Solving
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Today I learned about Recursion in Java, a powerful concept that helps solve complex problems by breaking them into smaller ones. A recursive method calls itself until a base condition stops it. Understanding recursion improved my logical thinking and problem-solving skills, especially for DSA topics like trees, backtracking, and divide-and-conquer algorithms. Implementing examples like factorial and Fibonacci made the concept clear and practical. Recursion is a technique where a method calls itself to solve a problem. It helps in breaking complex problems into smaller, manageable subproblems. 📌 What is Recursion? A recursive method has: 1️⃣ Base Case – Condition to stop recursion 2️⃣ Recursive Case – Method calling itself Without a base case, it leads to infinite recursion and StackOverflowError. #Java #Recursion #DSA #CodingJourney #Learning #ComputerScience
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🚀 DSA Learning Journey | Day 2 | Java Solved “Search in Rotated Sorted Array.” 💡 Key Idea: Applied Binary Search by determining which half of the array is sorted and narrowing the search space. ⚙ Implementation • Language: Java • Time Complexity: O(log n) • Space Complexity: O(1) 📚 Learning how binary search can be adapted to work with rotated sorted arrays. #Java #DSA #LeetCode #ProblemSolving #BinarySearch #JavaDeveloper
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🚀 DSA Learning Journey | Day 5 | Java Solved “Maximum Product Subarray.” 💡 Key Idea: Tracked both maximum and minimum products at each step since a negative number can flip the sign and turn a minimum into a maximum. ⚙ Implementation • Language: Java • Time Complexity: O(n) • Space Complexity: O(1) 📚 Learning how handling negative numbers and dynamic updates is important in product-based subarray problems. #Java #DSA #LeetCode #ProblemSolving #JavaDeveloper #Algorithms
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🚀 Day 14 / 180 – DSA with Java 🚀 📘 Topic Covered: Arrays & Sorted-Rotation Logic 🧩 Problem Solved: Check if Array is Sorted and Rotated Problem: Determine whether a given array is sorted in non-decreasing order and then possibly rotated. Approach: Traversed the array and counted how many times the order decreases (where the current element is smaller than the previous one). If the count of such “break points” is at most one (including the circular check between last and first elements), the array satisfies the condition. Key Learning: ✔️ Understanding sorted array properties ✔️ Handling circular array comparisons ✔️ Solving rotation-based problems efficiently in O(n) time If you’re also preparing for DSA, let’s connect and learn together 🤝 #DSA #Java #180DaysOfCode #LearningInPublic #Arrays #ProblemSolving #Consistency
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🚀 DSA Learning Journey | Day 6 | Java Solved “Find Minimum in Rotated Sorted Array.” 💡 Key Idea: Used Binary Search to locate the pivot point where the rotation happens and identify the minimum element efficiently. ⚙ Implementation • Language: Java • Time Complexity: O(log n) • Space Complexity: O(1) 📚 Learning how binary search can be applied to modified sorted arrays. #Java #DSA #LeetCode #ProblemSolving #BinarySearch #JavaDeveloper #day6
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🚀 Day 30 / 180 – DSA with Java 🚀 📘 Topic Covered: Strings & Sorting Technique 🧩 Problem Solved: Longest Common Prefix Problem: Given an array of strings, find the longest common prefix shared among all the strings. Approach: Sorted the array of strings and compared only the first and last strings. Since sorting groups similar prefixes together, the common prefix between these two strings represents the common prefix for the entire array. Key Learning: ✔️ Using sorting to simplify string comparison problems ✔️ Observing patterns to reduce unnecessary checks ✔️ Efficient prefix detection in string arrays If you’re also preparing for DSA, let’s connect and learn together 🤝 #DSA #Java #180DaysOfCode #LearningInPublic #Strings #ProblemSolving #Consistency
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✅ DSA Day 6 / 100 Solved Maximum Product of Two Elements in an Array on LeetCode using Java. Logic - -We need the two largest numbers in the array -Traverse the array once -Keep track of the largest (max1) and second largest (max2) values - Update them whenever a bigger number is found -Final answer = (max1 - 1) * (max2 - 1) This approach avoids sorting and works efficiently in a single pass. Learning how tracking values smartly can reduce time complexity 🚀 #DSA #100DaysOfCode #Java #LeetCode #Arrays #Consistency
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Today I practiced Insertion Sort in Java as part of my DSA learning journey 💻 Insertion Sort works by building the sorted portion of the array one element at a time. Each element is compared with the previous elements and inserted into its correct position. 🧠 Key Learnings: Concept of dividing array into sorted and unsorted parts Shifting elements instead of immediate swapping Understanding how sorting works internally step by step This helped me improve my understanding of: Loop control Element shifting logic Algorithm thinking Consistent practice is helping me strengthen my fundamentals in Data Structures and Algorithms 🚀 💻 Language: Java 📚 Topic: Sorting – Insertion Sort #Java #DSA #InsertionSort #SortingAlgorithms #LearningJourney #CodingPractice #Consistency
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🚀 Day 34 / 180 – DSA with Java 🚀 📘 Topic Covered: Arrays & Basic Construction 🧩 Problem Solved: Concatenation of Array Problem: Given an integer array nums, create a new array that contains the elements of nums twice in sequence. Approach: Created a new array with double the size of the original array and filled the first half with the original elements, then copied the same elements again into the second half. Key Learning: ✔️ Practicing array construction and indexing ✔️ Understanding how to manipulate array sizes ✔️ Writing clean logic for simple transformation problems If you’re also preparing for DSA, let’s connect and learn together 🤝 #DSA #Java #180DaysOfCode #LearningInPublic #Arrays #ProblemSolving #Consistency
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🚀 Day 26 / 180 – DSA with Java 🚀 📘 Topic Covered: Binary Search in Rotated Sorted Array 🧩 Problem Solved: Search in Rotated Sorted Array II Problem: Given a rotated sorted array that may contain duplicates, determine if a target element exists in the array. Approach: Applied a modified Binary Search. At each step, identified which half of the array was sorted and adjusted the search space accordingly. Special care was taken to handle duplicates, which can make determining the sorted half more challenging. Key Learning: ✔️ Handling duplicates in binary search problems ✔️ Identifying sorted portions in rotated arrays ✔️ Adapting classic algorithms to complex scenarios If you’re also preparing for DSA, let’s connect and learn together 🤝 #DSA #Java #180DaysOfCode #LearningInPublic #BinarySearch #ProblemSolving #Consistency
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