LeetCode vs NeetCode vs AlgoExpert: The Ultimate Coding Interview Prep Guide
The Reality of Coding Interview Preparation
Let's be honest: coding interviews at top tech companies are hard. Really hard. But here's what most people get wrong—they either over-prepare for months without a strategy or under-prepare and hope for the best.
This guide will give you a clear comparison of the top platforms, realistic timelines for preparation, and if you're in a time crunch, the exact 20 questions you should practice if you only have 2 weeks.
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Platform Comparison: Which One Is Right for You?
LeetCode
The Industry Standard
| Aspect | Details |
|--------|---------|
| Problems | 3,000+ problems |
| Price | Free (Premium: $35/month or $159/year) |
| Best For | Comprehensive preparation, company-specific questions |
| Difficulty Curve | Steep—can feel overwhelming |
Pros:
- Largest problem database in the industry
- Company-tagged questions (Premium) show what Google, Meta, Amazon actually ask
- Active discussion forums with multiple solutions
- Weekly contests to test your skills under pressure
- SQL, Shell, and Concurrency problems beyond just algorithms
Cons:
- No structured learning path (can feel like drowning in problems)
- Quality of editorial solutions varies
- Premium required for the best features (company tags, frequency)
- Easy to waste time on obscure problems you'll never see
Verdict: Essential for serious preparation, but needs a structured approach to be effective.
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NeetCode
The Structured Alternative
| Aspect | Details |
|--------|---------|
| Problems | 150 curated (NeetCode 150) + 300 (NeetCode All) |
| Price | Free (videos) / Pro: $99 one-time |
| Best For | Beginners, structured learning, visual learners |
| Difficulty Curve | Gentle—builds concepts progressively |
Pros:
- Curated roadmap eliminates decision fatigue
- Excellent YouTube explanations for every problem
- Problems organized by pattern, not just difficulty
- NeetCode 150 is the gold standard for "enough" problems
- Clean UI that tracks your progress
- One-time payment (no subscription)
Cons:
- Smaller problem set than LeetCode
- Less company-specific data
- You'll still need LeetCode for actual practice
- Some advanced topics not covered
Verdict: Best starting point for most people. Use NeetCode's roadmap, but practice on LeetCode.
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AlgoExpert
The Premium Experience
| Aspect | Details |
|--------|---------|
| Problems | 200 curated problems |
| Price | $99/year (often bundled with SystemsExpert) |
| Best For | Those who prefer polished video content |
| Difficulty Curve | Moderate—well-paced |
Pros:
- High-quality video explanations
- Clean, distraction-free interface
- Includes behavioral interview prep
- Code execution in multiple languages
- Consistent quality across all problems
Cons:
- Smallest problem set of the three
- Expensive for what you get
- Less community engagement
- Problems don't match real interview frequency as well
Verdict: Good if you prefer premium content, but NeetCode offers similar quality for free.
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Other Notable Platforms
HackerRank
- Used by companies for actual screening tests
- Practice their environment before real assessments
- Free, but problems are less interview-focused
CodeSignal
- Another common screening platform
- General Coding Assessment (GCA) score used by many companies
- Worth practicing if a target company uses it
Interviewing.io
- Real mock interviews with engineers from top companies
- Expensive ($100-225 per session) but invaluable feedback
- Use after you've practiced problems, not before
Pramp
- Free peer mock interviews
- Good for practice, inconsistent partner quality
- Schedule at least 5-10 before real interviews
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Platform Comparison Table
| Feature | LeetCode | NeetCode | AlgoExpert | HackerRank |
|---------|----------|----------|------------|------------|
| Total Problems | 3,000+ | 150-300 | 200 | 1,000+ |
| Free Tier | Yes (limited) | Yes | No | Yes |
| Video Solutions | Some | All | All | Few |
| Company Tags | Yes (Premium) | No | No | No |
| Structured Path | No | Yes | Yes | Partial |
| Contest/Mock | Yes | No | No | Yes |
| Price | $159/yr | $99 once | $99/yr | Free |
| Best For | Depth | Structure | Quality | Screening |
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How Much Time Do You Really Need?
The Honest Timeline by Company Tier
Tier 1: FAANG+ (Google, Meta, Amazon, Apple, Netflix, Microsoft)
| Your Background | Recommended Time | Daily Commitment |
|----------------|------------------|------------------|
| New to DSA | 4-6 months | 2-3 hours/day |
| CS Graduate (rusty) | 2-3 months | 2-3 hours/day |
| Working Engineer | 6-8 weeks | 2-4 hours/day |
| Recent Interview Prep | 2-4 weeks | 3-4 hours/day |
Tier 2: High-Growth Tech (Stripe, Airbnb, Uber, LinkedIn)
| Your Background | Recommended Time | Daily Commitment |
|----------------|------------------|------------------|
| New to DSA | 3-4 months | 2 hours/day |
| CS Graduate (rusty) | 6-8 weeks | 2 hours/day |
| Working Engineer | 4-6 weeks | 2-3 hours/day |
Tier 3: Solid Tech Companies (Most Series B+ Startups)
| Your Background | Recommended Time | Daily Commitment |
|----------------|------------------|------------------|
| New to DSA | 2-3 months | 1-2 hours/day |
| CS Graduate (rusty) | 4-6 weeks | 1-2 hours/day |
| Working Engineer | 2-4 weeks | 1-2 hours/day |
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The Study Plan by Timeline
6 Months Out (Comprehensive)
- Weeks 1-4: Learn/review all data structures
- Weeks 5-8: Learn all algorithm patterns
- Weeks 9-16: NeetCode 150 (all problems)
- Weeks 17-20: Company-specific LeetCode problems
- Weeks 21-24: Mock interviews + review weak areas
3 Months Out (Focused)
- Weeks 1-2: Rapid data structure review
- Weeks 3-8: NeetCode 150 (prioritize mediums)
- Weeks 9-10: Company-tagged problems
- Weeks 11-12: Mock interviews + weak areas
6 Weeks Out (Accelerated)
- Week 1: Core data structures (arrays, strings, hashmaps)
- Weeks 2-3: Core patterns (two pointers, sliding window, BFS/DFS)
- Weeks 4-5: NeetCode 75 (curated subset)
- Week 6: Mock interviews + company problems
2 Weeks Out (Emergency Mode)
- See the "Top 20 Questions" section below
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The Top 20 LeetCode Questions for 2-Week Prep
If you only have 2 weeks before your interview, focus on these 20 problems. They cover the most common patterns and have the highest ROI for your time.
Week 1: Foundations (Problems 1-10)
Day 1-2: Arrays & Hashing
- **Two Sum** (Easy) - LeetCode #1
- Pattern: Hash map lookup
- Why: Asked everywhere, tests basic problem-solving
- Key insight: Trade space for time with a hash map
- **Best Time to Buy and Sell Stock** (Easy) - LeetCode #121
- Pattern: Track minimum while iterating
- Why: Classic interview question, tests greedy thinking
- Key insight: Track min price seen so far, calculate max profit at each step
- **Contains Duplicate** (Easy) - LeetCode #217
- Pattern: Hash set for O(1) lookup
- Why: Warm-up problem, often asked as a screener
- Key insight: Set lookup is O(1)
Day 3-4: Two Pointers & Sliding Window
- **Valid Palindrome** (Easy) - LeetCode #125
- Pattern: Two pointers from ends
- Why: String manipulation basics
- Key insight: Skip non-alphanumeric, compare lowercase
- **3Sum** (Medium) - LeetCode #15
- Pattern: Sort + two pointers
- Why: Extremely common, tests multiple concepts
- Key insight: Fix one number, use two pointers for the rest
- **Longest Substring Without Repeating Characters** (Medium) - LeetCode #3
- Pattern: Sliding window with hash set
- Why: Classic sliding window, asked at every major company
- Key insight: Expand right, shrink left when duplicate found
Day 5-6: Linked Lists
- **Reverse Linked List** (Easy) - LeetCode #206
- Pattern: Three-pointer iteration
- Why: Fundamental linked list operation
- Key insight: prev, curr, next pointers
- **Merge Two Sorted Lists** (Easy) - LeetCode #21
- Pattern: Dummy head + iteration
- Why: Common building block for harder problems
- Key insight: Dummy node simplifies edge cases
- **Linked List Cycle** (Easy) - LeetCode #141
- Pattern: Fast and slow pointers
- Why: Tests Floyd's algorithm knowledge
- Key insight: Fast moves 2x, slow moves 1x
Day 7: Review + Binary Search
- **Binary Search** (Easy) - LeetCode #704
- Pattern: Classic binary search
- Why: Foundation for many medium/hard problems
- Key insight: left <= right, mid calculation to avoid overflow
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Week 2: Intermediate Patterns (Problems 11-20)
Day 8-9: Trees
- **Invert Binary Tree** (Easy) - LeetCode #226
- Pattern: Recursive tree traversal
- Why: Tests recursion basics
- Key insight: Swap left and right, recurse
- **Maximum Depth of Binary Tree** (Easy) - LeetCode #104
- Pattern: DFS recursion
- Why: Foundation for tree problems
- Key insight: 1 + max(left depth, right depth)
- **Validate Binary Search Tree** (Medium) - LeetCode #98
- Pattern: DFS with valid range
- Why: Tests BST property understanding
- Key insight: Pass min/max bounds down the tree
- **Lowest Common Ancestor of BST** (Medium) - LeetCode #235
- Pattern: BST traversal
- Why: Common tree question
- Key insight: Use BST property—if both less, go left; both greater, go right
Day 10-11: Graphs & BFS/DFS
- **Number of Islands** (Medium) - LeetCode #200
- Pattern: DFS/BFS grid traversal
- Why: Classic graph problem, asked constantly
- Key insight: DFS from each '1', mark visited as '0'
- **Clone Graph** (Medium) - LeetCode #133
- Pattern: BFS/DFS with hash map
- Why: Tests graph traversal + data structure creation
- Key insight: HashMap from old node to new node
Day 12-13: Dynamic Programming
- **Climbing Stairs** (Easy) - LeetCode #70
- Pattern: Basic DP (Fibonacci variant)
- Why: DP introduction
- Key insight: dp[i] = dp[i-1] + dp[i-2]
- **House Robber** (Medium) - LeetCode #198
- Pattern: 1D DP with decision
- Why: Classic DP pattern
- Key insight: dp[i] = max(dp[i-1], dp[i-2] + nums[i])
- **Coin Change** (Medium) - LeetCode #322
- Pattern: Unbounded knapsack DP
- Why: Tests DP thinking
- Key insight: dp[amount] = min(dp[amount], dp[amount-coin] + 1)
Day 14: Heap + Review
- **Kth Largest Element in an Array** (Medium) - LeetCode #215
- Pattern: Min heap of size k / Quickselect
- Why: Tests heap knowledge or partition algorithm
- Key insight: Keep heap of size k, root is answer
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2-Week Study Schedule
| Day | Morning (1.5 hrs) | Evening (1.5 hrs) |
|-----|-------------------|-------------------|
| 1 | Two Sum, Contains Duplicate | Review solutions, understand patterns |
| 2 | Best Time to Buy/Sell Stock | Practice variations |
| 3 | Valid Palindrome, 3Sum | Two pointer pattern review |
| 4 | Longest Substring Without Repeating | Sliding window pattern review |
| 5 | Reverse Linked List, Merge Two Lists | Linked list pattern review |
| 6 | Linked List Cycle | Review all Week 1 problems |
| 7 | Binary Search + Week 1 Review | Mock interview (Pramp) |
| 8 | Invert Tree, Max Depth | Tree recursion pattern |
| 9 | Validate BST, LCA of BST | BST property problems |
| 10 | Number of Islands | BFS/DFS grid review |
| 11 | Clone Graph | Graph pattern review |
| 12 | Climbing Stairs, House Robber | DP pattern introduction |
| 13 | Coin Change | DP pattern deep dive |
| 14 | Kth Largest + Full Review | Mock interview (Pramp) |
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Pattern Recognition Cheat Sheet
Memorize these patterns—they cover 90% of interview questions:
| Pattern | When to Use | Key Problems |
|---------|-------------|--------------|
| Hash Map | O(1) lookup needed, counting | Two Sum, Group Anagrams |
| Two Pointers | Sorted array, palindrome | 3Sum, Container With Water |
| Sliding Window | Subarray/substring problems | Longest Substring, Min Window |
| Fast & Slow | Cycle detection, middle element | Linked List Cycle, Happy Number |
| Binary Search | Sorted array, search space | Search in Rotated, Koko Eating |
| BFS | Shortest path, level order | Number of Islands, Word Ladder |
| DFS | Explore all paths, backtracking | Permutations, Subsets |
| DP | Optimal substructure, overlapping | Coin Change, Longest Subsequence |
| Heap | K-th element, streaming data | Kth Largest, Merge K Lists |
| Stack | Matching pairs, monotonic | Valid Parentheses, Daily Temps |
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Company-Specific Insights
- Focuses on problem-solving process over correct answer
- Expect follow-up questions and optimizations
- Strong emphasis on time/space complexity analysis
- Prepare: Graph problems, DP, system design
Amazon
- Leadership Principles matter as much as coding
- Often asks medium difficulty, expects clean code
- May ask 2 coding questions in one round
- Prepare: BFS/DFS, OOP design, LP stories
Meta (Facebook)
- 45-minute rounds, expects working solution in 25-30 mins
- Communication is heavily weighted
- Product sense matters for senior roles
- Prepare: Trees, graphs, string manipulation
Microsoft
- More traditional CS questions
- May include system design earlier than other companies
- Culture fit matters
- Prepare: Arrays, trees, basic DP
Apple
- Domain-specific questions possible (iOS/macOS)
- Emphasis on code quality and design
- Smaller team fit interviews
- Prepare: Standard patterns + domain knowledge
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Common Mistakes to Avoid
- **Grinding without understanding** — Solving 500 problems poorly is worse than solving 100 deeply
- **Skipping the explanation** — Always articulate your thought process out loud
- **Not timing yourself** — Practice under realistic time pressure (25-35 mins per medium)
- **Ignoring edge cases** — Empty input, single element, duplicates, negative numbers
- **Memorizing solutions** — Understand patterns, don't memorize code
- **Only practicing easy problems** — Interviews are mostly medium, some hard
- **Not doing mock interviews** — Talking while coding is a skill that needs practice
- **Neglecting system design** — Required for senior roles, start early
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Your Action Plan
Starting Today:
- Take a LeetCode assessment to gauge your level
- Pick your timeline based on target companies
- Create a study schedule you can actually stick to
- Join the NeetCode Discord for accountability
This Week:
- Set up accounts on LeetCode and NeetCode
- Complete the first 5 problems from the Top 20 list
- Schedule your first Pramp mock interview for next week
Ongoing:
- Track your progress (problems solved, patterns mastered)
- Review wrong answers—they teach more than correct ones
- Do at least 2 mock interviews before the real thing
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Final Thoughts
Coding interviews are a skill, and like any skill, they can be learned. The engineers who succeed aren't necessarily the smartest—they're the ones who prepared systematically and practiced deliberately.
Whether you have 6 months or 2 weeks, focus on understanding patterns over memorizing solutions. Every problem you truly understand makes the next ten easier.
Your dream job at a top tech company is achievable. Start today, stay consistent, and trust the process.
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Pair Your Technical Prep with a Strong Resume
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