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Master Your Data Science Interviews with Confidence Preparing for Data Science roles can feel overwhelming — scattered resources, unclear direction, and too much noise. That’s why I’ve built a curated, structured resource library to help you stay focused and interview-ready. This collection brings together everything I’ve used and refined while mentoring 1000+ professionals into successful data careers. 📘 What’s Included: 📂 DSA – Most commonly asked logic-based and coding problems 📂 SQL – Foundational to advanced topics: joins, subqueries, window functions 📂 Python Basics & Coding – Practical, interview-relevant code examples 📂 EDA – Business-focused exploratory analysis frameworks 📂 ML – Model intuition, evaluation, and real-world applications 📂 Deep Learning, Generative AI, Agentic AI 📂 Optimization – Scenario-based problems with real impact 📂 Most-Asked Interview Questions – Directly from top company interviews 📚 Open-Source Resources (Included Free) – Handpicked, high-quality open resources added inside the kit at no extra cost. ✅ Who is it for? • Data Analyst, Data Scientist, and ML Engineer aspirants • Professionals preparing for interviews at product firms, startups, or MNCs • Anyone seeking structured, high-impact preparation ⚡ These are not generic notes. They’re battle-tested resources, refined through real interview experiences, mock sessions, and success stories. 🔄 And yes — I’ll be updating this library regularly with new questions, advanced topics, and insights to keep you ahead.

Gauhati University MA in Economics PG Entrance eBook 2025 A Complete MCQ Guide for Gauhati University PG Entrance Exam in Economics Boost your entrance preparation with this specially designed MCQ-based eBook for the Gauhati University MA in Economics PG Entrance Test 2025. It includes topic-wise questions covering core economics concepts, helping aspirants revise, practice, and strengthen their exam approach. 📚 Contents at a Glance Microeconomics Macroeconomics Indian Economy Development Economics International Economics Public Finance Mathematical and Statistical Methods Previous Year Guided MCQs (PYGs) Included in All Sections ⚠️ Important Note Before You Buy Accuracy and Liability Disclaimer The Treasure Notes team has put in significant effort to ensure the accuracy and relevance of the content. However, aspirants should understand: The exam pattern or focus areas may change without notice Despite thorough checking, occasional errors may exist Recommendation: Use this eBook as a trusted reference and practice guide. Combine it with the official syllabus, core textbooks, and reputed sources of current economic affairs to maximize your preparation. No Guarantee of Success This eBook is meant as a supportive resource. Final performance in the entrance exam will depend on your individual preparation strategy, clarity of concepts, and consistent effort. We do not offer any claim of guaranteed success. Liability Disclaimer The Treasure Notes team, its compilers, and affiliates shall not be held responsible for any academic outcomes based solely on this material. Aspirants are advised to verify important facts before relying entirely on the content. 💡 Why Choose This eBook? Chapter-wise, topic-based MCQs Includes theory-based and application-based questions Covers economics fundamentals and current updates Integrated PYQs for realistic practice Easy to revise, practice, and self-assess 🧭 Our Commitment This eBook reflects our dedication to helping GU Economics aspirants with a focused and exam-relevant resource. With simplified structure, quality MCQs, and integrated PYQs, it is built to assist you in targeted and effective preparation for the Gauhati University PG Entrance 2025. For questions, suggestions, or permissions: 📧 Email: [email protected]

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🚀 This is the editable version of my own academic portfolio — the one that helped me land internships and jobs during my 5-year professional journey. Perfect for : ✅ Architecture & interior design students ( 0-5 years ) ✅ Freshers preparing for internships or job applications What is included : ✅ Academic architectural projects ✅ Working drawings ✅ Building construction drawings ✅ Interior design project ✅ Miscellaneous personal interest work Features: ✅ Fully editable in PPT / Google Slides ✅ Beginner-friendly & customizable ✅ Uses only free fonts & tools ✅ Includes comments/instructions Save months of effort — create your portfolio fast, with clarity and confidence. Keeping in mind the struggle I have gone through for preparing a portfolio. This is my small initiative to give direction to young students and freshers, so you can quickly prepare your portfolio, without wasting months of time. Read attached instructions, and comments added for each sections.

Struggling to find real-time job openings for Power BI Developer or Data Analyst roles? I’m Sakthivel and I’ve compiled a ready-to-use PDF list of companies currently hiring in these domains. Whether you’re actively job hunting or just exploring your next move, this list can help you save time, stay focused, and apply where it matters. 🔹 Verified Opportunities – Companies hiring for Power BI / Data Analyst roles 🔹 Quick Access Format – PDF with company names 🔹 Strategic Targeting – Helps you focus on relevant openings instead of random scrolling If you’re serious about landing your next role, this resource will give you a head start.

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Unlock your next remote opportunity with this handpicked list of the best job boards for remote, flexible, and tech-focused roles. This free resource is curated for coaching clients who want direct access to quality job listings—from top startups and tech companies to specialized Web3 and flexible work platforms. Each site is vetted for reliability, ease of use, and volume of listings, so you can focus your search where it matters most. Perfect for tech professionals, digital nomads, and anyone seeking the freedom to work from anywhere. Happy job hunting!

In this dynamic, insight-packed deck, we deep-dive into: ✅ Strategy to Build High-Performing Teams ✅ Traits That Set Winning Teams Apart ✅ Levers to Spark Ownership & Accountability ✅ Leadership Shift: From Driving to Enabling, etc. But it’s not just talk. You’ll experience: 🎯 Powerful Team Games that spark real-time insight 🧠 Diagnostic Tools & Assessments to map team maturity 📽️ Curated AVs & Case Studies to decode real-world team success 🧩 Reflection Grids to co-create actionable next steps

This eBook is for anyone aspiring to become a Smart Contract Auditor and Blockchain Researcher. We’ve included a comprehensive roadmap, in-depth explanations, and curated resource links. everything you need to build expert-level smart contract skills. I firmly believe that if you read this entire eBook and follow the roadmap provided, you'll be well on your way to becoming a highly skilled Smart Contract Auditor. This eBook has been prepared by the Safe Edges team a leading smart contract auditing firm securing over $2 billion in assets with 6+ years of combined experience in blockchain security.

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Here is a curated a list of the Top 25 companies in Canada using Microsoft Azure. For job seekers, this is more than a list—it’s a roadmap. These employers are investing heavily in cloud adoption, digital transformation, and AI-driven projects. That means steady demand for cloud engineers, DevOps specialists, data analysts, security experts, and solution architects. Knowing where Azure is central to business strategy helps you: Target the right employers instead of casting a wide net Match your skills to in-demand roles in cloud and data Stay ahead of market shifts as more firms migrate to Azure 💡 Use this list to sharpen your applications, tailor your LinkedIn outreach, and focus your upskilling where it matters most.

“In today’s competitive job market, your resume is often screened by Applicant Tracking Systems (ATS) before a recruiter even sees it. A beautiful design alone won’t help if the ATS rejects it. This ebook is your complete guide to creating an ATS-friendly resume that not only passes the system filters but also impresses human recruiters.

This is our original Smart India Hackathon 2024 PPT that got selected and led us to win 🏆. You can use it as a reference guide to: Understand how to structure and present your SIH idea effectively Note down key pointers, flow, and formatting styles Get clarity on what judges look for in a shortlisted deck Learn how to balance problem, solution, impact, and innovation ⚡Important: Please use this only as reference material. Draft your own SIH PPT with your unique idea, research, and innovation. Every problem statement is different, and originality is the key to success. This resource is meant to guide and inspire you in preparing a strong, impactful pitch for SIH 2025 and beyond.

𝗦𝘁𝗿𝘂𝗴𝗴𝗹𝗶𝗻𝗴 𝘁𝗼 𝗴𝗲𝘁 𝘆𝗼𝘂𝗿 𝗿𝗲𝘀𝘂𝗺𝗲 𝗻𝗼𝘁𝗶𝗰𝗲𝗱 𝗯𝘆 𝗿𝗲𝗰𝗿𝘂𝗶𝘁𝗲𝗿𝘀 ? Your skills deserve to shine, but without an ATS-friendly resume, many applications never even reach the hiring manager. That’s why I created the Azure Data Engineering ATS Resume Template – designed specifically for data engineers to beat the ATS, highlight real skills, and land more interviews. 👉 𝗪𝗵𝘆 𝘁𝗵𝗶𝘀 𝘁𝗲𝗺𝗽𝗹𝗮𝘁𝗲 ? 📂 Tailored for Azure Data Engineering roles (ADF, Databricks, ADLS, Synapse, SQL, Delta Lake & more) 🤖 Fully ATS-compatible – passes keyword checks & formatting filters 🎯 Showcases projects, skills, and tools recruiters actually look for 📊 Crafted to highlight real-time scenario expertise (not just theory) 📝 Easy-to-edit format so you can personalize quickly 🔥 Whether you’re a fresher trying to break into Azure Data Engineering or an experienced professional aiming for a 15+ LPA role, this resume template gives you a competitive edge. 📌 Don’t let your resume get rejected by bots. ✨ Invest once – use it forever. 👉 Grab your Azure Data Engineering ATS Resume Template today and move one step closer to your dream offer

An easy-to-follow plan for mastering Data Science. From Python and SQL to Machine Learning, Deep Learning, and Business Storytelling, this roadmap provides the right mix of resources, timelines, and career guidance.

This e-book is a comprehensive resource designed for aspiring and experienced data engineers who want to excel in technical interviews and real-world problem solving. Covering both fundamental concepts and advanced scenario-based questions, it equips you with the knowledge, strategies, and confidence to stand out in competitive interviews. What’s Inside the Guide: Hadoop – Core concepts, HDFS architecture, commands, fault tolerance, and troubleshooting. Hive – SQL-like querying, partitioning, optimization, schema evolution, and advanced use cases. Spark – RDDs, DataFrames, optimizations, real-time processing, and scenario-based challenges. Python – Essential programming concepts, coding exercises, and data manipulation examples. SQL Coding & Theory – Query writing, optimization, joins, indexing, and problem-solving patterns. Azure – Data Factory, Synapse, Databricks, Delta Lake, and cloud migration best practices. Azure DevOps – CI/CD, pipeline automation, version control, and deployment strategies. Managerial Round Preparation – Soft skills, scenario-based behavioral questions, and leadership mindset. Why This Book? Structured content aligned with real-world interview patterns. Detailed explanations with examples and best practices. Covers both technical depth and practical scenarios. Useful for job seekers, working professionals, and students building a career in data engineering. Whether you are preparing for your first data engineering interview or aiming to move into advanced cloud and big data roles, this guide is your one-stop solution.