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Welcome to 𒆜"CSEHACK TECH"𒆜 ➽ Cʏʙᴇʀ Sᴇᴄᴜʀɪᴛʏ彡 ➽ Eᴛʜɪᴄᴀʟ Hᴀᴄᴋɪɴɢ😍 ➽ Tᴇᴄʜ Fᴀᴄᴛꜱ彡 ➽ Pʀᴏɢʀᴀᴍᴍɪɴɢ Lᴀɴɢᴜᴀɢᴇꜱ😍 ➽ Free Udemycourse彡 ★ ʅҽαɳɾ_Ⴆυιʅԃ_ʂԋαɾҽ_ɠɾσɯ ★ ➶ Join here - bit.ly/Csehacktech
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🚀 Porch is Hiring – Software Engineer I (Remote, India) ✅
📍 Location : Remote (India)
🎓 Eligibility : 2024 / 2025 Graduates
💼 Experience : 0–2 Years (Freshers Welcome!)
💰 Salary: ₹6.56 LPA – ₹9.18 LPA
🔗 Apply Now : Click Here
📢 Don’t keep it to yourself — share this opportunity with friends & college groups! 🤝
💙 Stay updated with more jobs & internships — join Mana Career Adda (MCA)
Motivation: The future belongs to those who take action today! ✨
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🚀 EUROFINS is Hiring! ✅
💼 Role : Associate Software Engineer
🎓 Eligibility: 2024 / 2025 Passouts
📚 Qualification: B.E / B.Tech (CS, IS, EC) / B.Sc (CS, IT)
📍 Location: Bengaluru, Karnataka, India
🖇 Apply Now: Click Here
📢 Don’t keep it to yourself — share this opportunity with friends & college groups! 🤝
💙 Stay updated with more jobs & internships — join Mana Career Adda (MCA)
Motivation: Your dream job won’t wait — take the first step today! ✨
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👨💻 HCL Technologies is Hiring! ✅
🎓 Eligible Batches : 2020, 2021, 2022, 2023, 2024, 2025
💼 Experience : 0 – 2 Years 🔥
📍 Location : PAN INDIA 🌏
✨ Opportunity : Great chance to kickstart your career! 💯
🔗 Apply Now : Click Here
📢 Don’t keep it to yourself — share with friends & college groups! 🤝
💙 Stay updated with more jobs & internships — join Mana Career Adda (MCA)
Motivation: Success favors the proactive — apply today and step into your future! ✨
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👨💻 YASH Technologies Hiring – Associate Business Analyst 🚀
📍 Location : Hyderabad, Bangalore, Indore, Pune, India 🌏 🎓 Qualification : Any Graduate 🎓 💼 Exp-erience : 1+ Year 💰 Salary : 4 – 8 LPA 💰🔗 Apply Now : Click Here to Apply 📢 Don’t keep it to yourself — share this opportunity with friends & college groups! 🤝 💙 Stay updated with more jobs & internships — join Mana Career Adda (MCA)
3 056
💼 AlgoSec Hiring: Development Engineer
🧑💻 Experience : 0-1 Years
🎓 Qualification : Computer Science or equivalent
📍 Location : Delhi, India
🔗 Apply Now : Click Here to Apply
📢 Don’t keep it to yourself — share this opportunity with your friends & college groups! 🤝
💙 Stay updated with more jobs & internships — join Mana Career Adda (MCA)
3 056
💼 Wellfound Hiring – Software Engineer Intern! 🚀
🧑💻 Experience: 0 Years 🎓 Qualification: Recent Graduate (Computer Science background) 📍 Location: Remote, India🔗 Apply Here: Click Here 📢 Don’t keep it to yourself — share this opportunity with your friends & college groups! 🤝 💙 Stay updated with more jobs & internships — join Mana Career Adda (MCA)
3 056
👨💼 NTT DATA is Hiring – Data & Business Insights Associate!
📍 Location : Chennai, India 🎓 Degree: Any Graduate 🎓 Batches : 2023 / 2024 / 2025 💼 Experience: Freshers only 💰 Salary: ₹3 – ₹5 LPA (Expected)🔗 Apply Now : Click Here 📢 Tag your friends & share this with your college groups — someone’s dream job could start here! 🚀 💙 Stay updated with more such job alerts — join Mana Career Adda (MCA) 👇
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👨💼Mastercard is Hiring! 💥
🚀 Role : Software Development Engineer - I (SDE-1) 📍 Location : Pune, India 👨🎓 Eligibility: Freshers / Experienced can apply 💼 Domain : Software Development🔗 Apply Now : Click Here 📢 Don’t keep it to yourself — share this opportunity with your friends & college groups! 🤝 💙 Stay updated with more jobs & internships — join Mana Career Adda (MCA) 👇 https://whatsapp.com/channel/0029VbAYb6V9RZAVhHVFmP0n
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💼 Deloitte is Hiring Freshers! 🚀
👨💻 Role : Associate Analyst 🎓 Education : Any Graduate 🧑💼 Experience : 0–2 Years (Freshers Eligible) 💰 Salary : ₹4 – ₹6 LPA (Expected) 📍 Location : PAN India🔗 Apply Now : Click Here 📢 Don’t keep it to yourself — share this opportunity with your friends & college groups! 🤝 💙 Stay Updated with Daily Job & Internship Alerts — Join Mana Career Adda (MCA) 👇 https://whatsapp.com/channel/0029VbAYb6V9RZAVhHVFmP0n
3 056
👨💻 Dell Off Campus Hiring – Software Engineer 🚀
📍 Location : Bangalore
🎓 Qualification : B.E / B.Tech / M.E / M.Tech
💼 Experience : 0–2 Years (Freshers Eligible)
💰 CTC : ₹7 – ₹9 LPA
🕒 Deadline : 1st November 2025
🔗 Apply Now : Click Here
📢 Don’t keep it to yourself — share this opportunity with your friends & college groups! 🤝
💙 Stay Updated with Daily Job & Internship Alerts — Join Mana Career Adda (MCA) 👇
https://whatsapp.com/channel/0029VbAYb6V9RZAVhHVFmP0n
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Python Interview Questions with Answers Part-1: ☑️
1. What is Python and why is it popular for data analysis?
Python is a high-level, interpreted programming language known for simplicity and readability. It’s popular in data analysis due to its rich ecosystem of libraries like Pandas, NumPy, and Matplotlib that simplify data manipulation, analysis, and visualization.
2. Differentiate between lists, tuples, and sets in Python.
⦁ List: Mutable, ordered, allows duplicates.
⦁ Tuple: Immutable, ordered, allows duplicates.
⦁ Set: Mutable, unordered, no duplicates.
3. How do you handle missing data in a dataset?
Common methods: removing rows/columns with missing values, filling with mean/median/mode, or using interpolation. Libraries like Pandas provide
.dropna(), .fillna() functions to do this easily.
4. What are list comprehensions and how are they useful?
Concise syntax to create lists from iterables using a single readable line, often replacing loops for cleaner and faster code.
Example: [x**2 for x in range(5)] → ``
5. Explain Pandas DataFrame and Series.
⦁ Series: 1D labeled array, like a column.
⦁ DataFrame: 2D labeled data structure with rows and columns, like a spreadsheet.
6. How do you read data from different file formats (CSV, Excel, JSON) in Python?
Using Pandas:
⦁ CSV: pd.read_csv('file.csv')
⦁ Excel: pd.read_excel('file.xlsx')
⦁ JSON: pd.read_json('file.json')
7. What is the difference between Python’s append() and extend() methods?
⦁ append() adds its argument as a single element to the end of a list.
⦁ extend() iterates over its argument adding each element to the list.
8. How do you filter rows in a Pandas DataFrame?
Using boolean indexing:
df[df['column'] > value] filters rows where ‘column’ is greater than value.
9. Explain the use of groupby() in Pandas with an example.
groupby() splits data into groups based on column(s), then you can apply aggregation.
Example: df.groupby('category')['sales'].sum() gives total sales per category.
10. What are lambda functions and how are they used?
Anonymous, inline functions defined with lambda keyword. Used for quick, throwaway functions without formally defining with def.
Example: df['new'] = df['col'].apply(lambda x: x*2)
React ♥️ for Part 23 056
✅8-Week Beginner Roadmap to Learn Data Analysis 📊
🗓 Week 1: Excel & Data Basics
Goal: Master data organization and analysis basics
Topics: Excel formulas, functions, PivotTables, data cleaning
Tools: Microsoft Excel, Google Sheets
Mini Project: Analyze sales or survey data with PivotTables
🗓 Week 2: SQL Fundamentals
Goal: Learn to query databases efficiently
Topics: SELECT, WHERE, JOIN, GROUP BY, subqueries
Tools: MySQL, PostgreSQL, SQLite
Mini Project: Query sample customer or sales database
🗓 Week 3: Data Visualization Basics
Goal: Create meaningful charts and graphs
Topics: Bar charts, line charts, scatter plots, dashboards
Tools: Tableau, Power BI, Excel charts
Mini Project: Build dashboard to analyze sales trends
🗓 Week 4: Data Cleaning & Preparation
Goal: Handle messy data for analysis
Topics: Handling missing values, duplicates, data types
Tools: Excel, Python (Pandas) basics
Mini Project: Clean and prepare real-world dataset for analysis
🗓 Week 5: Statistics for Data Analysis
Goal: Understand key statistical concepts
Topics: Descriptive stats, distributions, correlation, hypothesis testing
Tools: Excel, Python (SciPy, NumPy)
Mini Project: Analyze survey data & draw insights
🗓 Week 6: Advanced SQL & Database Concepts
Goal: Optimize queries & explore database design basics
Topics: Window functions, indexes, normalization
Tools: SQL Server, MySQL
Mini Project: Complex query for sales and customer analysis
🗓 Week 7: Automating Analysis with Python
Goal: Use Python for repetitive data tasks
Topics: Pandas automation, data aggregation, visualization scripting
Tools: Jupyter Notebook, Pandas, Matplotlib
Mini Project: Automate monthly sales report generation
🗓 Week 8: Capstone Project + Reporting
Goal: End-to-end analysis and presentation
Project Ideas: Customer segmentation, sales forecasting, churn analysis
Tools: Tableau/Power BI for visualization + Python/SQL for backend
Bonus: Present findings in a polished report or dashboard
💡 Tips:
⦁ Practice querying and analysis on public datasets (Kaggle, data.gov)
⦁ Join data challenges and community projects
💬 Tap ❤️ for the detailed explanation of each topic!
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*🚀 Cognizant Weekend Drive – 25th Oct (Kolkata & Bhubaneswar)*
*Open Roles:*
* Gen AI Engineer
* AI/ML Data Scientist
* MLOps Engineer
* Experience: 3–12 years | Levels: Associate / Sr. Associate / Manager
*📤 Send profiles to:* shobhandeb.paul@cognizant.com
_Know someone suitable? Share or tag them!_
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Amazon is Hiring!
Position: Business Analyst
Eligibility : 2022 – 2026 graduates
Location : Bangalore, India
Qualifications : Bachelor’s / Master’s Degree
Apply Now: https://www.amazon.jobs/en/jobs/3010621/business-analyst-ihs-and-flex
🚀 Assessment links are being sent — apply ASAP!
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We are looking for an AI Product Engineering Intern to join our team.
We’re building cutting-edge GenAI products for Fortune 500 companies, and we’re looking for an intern to join our growing product team.
What we’re looking for:
- 0-1 years of experience
- Strong in Python, with familiarity or interest in LangGraph, LangChain, and modern AI development frameworks.
- Excellent communication and problem-solving skills. We value clarity, structure, and curiosity.
- A self-driven, analytical mindset.
What will set you apart:
- An AI / ML Engineering internship involving deployed prototypes or live products
- Exposure to ML / Data Science
You’ll work closely with our product and consulting teams to bring next-generation AI solutions to life.
If this sounds like you, send your resume - along with a short note on why you’d be a great fit - to akaash.shanmugapandian@kearney.com
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🚀 𝐖𝐞'𝐫𝐞 𝐇𝐢𝐫𝐢𝐧𝐠! 𝐅𝐫𝐨𝐧𝐭𝐞𝐧𝐝 / 𝐑𝐞𝐚𝐜𝐭.𝐣𝐬 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐞𝐫𝐬 at APIwiz👨💻👩💻
Are you passionate about building intuitive, high-performance web applications? Whether you're a 𝗳𝗿𝗲𝘀𝗵𝗲𝗿 𝗿𝗲𝗮𝗱𝘆 𝘁𝗼 𝗸𝗶𝗰𝗸𝘀𝘁𝗮𝗿𝘁 𝘆𝗼𝘂𝗿 𝗰𝗮𝗿𝗲𝗲𝗿 or an 𝗲𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲𝗱 𝗱𝗲𝘃𝗲𝗹𝗼𝗽𝗲𝗿 𝗹𝗼𝗼𝗸𝗶𝗻𝗴 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗻𝗲𝘅𝘁 𝗯𝗶𝗴 𝗰𝗵𝗮𝗹𝗹𝗲𝗻𝗴𝗲, we'd love to hear from you!
🎯 𝗪𝗵𝗮𝘁 𝘄𝗲'𝗿𝗲 𝗹𝗼𝗼𝗸𝗶𝗻𝗴 𝗳𝗼𝗿:
- Strong understanding of 𝗝𝗮𝘃𝗮𝗦𝗰𝗿𝗶𝗽𝘁, 𝗛𝗧𝗠𝗟𝟱, and 𝗖𝗦𝗦𝟯
- Hands-on experience with 𝗥𝗲𝗮𝗰𝘁.𝗷𝘀 and modern frontend libraries
- Familiarity with 𝗥𝗲𝗱𝘂𝘅, 𝗧𝘆𝗽𝗲𝗦𝗰𝗿𝗶𝗽𝘁, or 𝗡𝗲𝘅𝘁.𝗷𝘀 is a plus
- Experience with 𝗔𝗣𝗜 𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀 and 𝗿𝗲𝘀𝗽𝗼𝗻𝘀𝗶𝘃𝗲 𝗱𝗲𝘀𝗶𝗴𝗻
- A good eye for 𝗨𝗜/𝗨𝗫 and attention to detail
- Freshers with strong problem-solving skills and solid fundamentals are welcome!
🌐 𝗟𝗼𝗰𝗮𝘁𝗶𝗼𝗻: Bangalore
𝗣𝗹𝗲𝗮𝘀𝗲 𝗳𝗶𝗹𝗹 𝗼𝘂𝘁 𝘁𝗵𝗲 𝗱𝗲𝘁𝗮𝗶𝗹𝘀 𝗯𝗲𝗹𝗼𝘄. 𝗢𝘂𝗿 𝘁𝗲𝗮𝗺 𝘄𝗶𝗹𝗹 𝗿𝗲𝗮𝗰𝗵 𝗼𝘂𝘁 𝗶𝗳 𝘆𝗼𝘂𝗿 𝗽𝗿𝗼𝗳𝗶𝗹𝗲 𝗺𝗮𝘁𝗰𝗵𝗲𝘀 𝘁𝗵𝗲 𝗿𝗲𝗾𝘂𝗶𝗿𝗲𝗺𝗲𝗻𝘁𝘀 - https://lnkd.in/gC-rtWna
اکنون در دسترس! پژوهش تلگرام ۲۰۲۵ — مهمترین بینشهای سال 
