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๐—ช๐—ฎ๐—ป๐˜ ๐˜๐—ผ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ง๐—ต๐—ฎ๐˜ ๐—–๐—ผ๐—บ๐—ฝ๐—ฎ๐—ป๐—ถ๐—ฒ๐˜€ ๐—”๐—ฟ๐—ฒ ๐—›๐—ถ๐—ฟ๐—ถ๐—ป๐—ด ๐—™๐—ผ๐—ฟ?๐Ÿ˜ If youโ€™re looking
๐—ช๐—ฎ๐—ป๐˜ ๐˜๐—ผ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—ฆ๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ง๐—ต๐—ฎ๐˜ ๐—–๐—ผ๐—บ๐—ฝ๐—ฎ๐—ป๐—ถ๐—ฒ๐˜€ ๐—”๐—ฟ๐—ฒ ๐—›๐—ถ๐—ฟ๐—ถ๐—ป๐—ด ๐—™๐—ผ๐—ฟ?๐Ÿ˜ If youโ€™re looking to land a job in tech or simply want to upskill without spending money, this is your golden chanceโœจ๏ธ๐Ÿ“Œ Weโ€™ve handpicked 5 YouTube channels that teach 5 in-demand tech skills for FREE. These skills are widely sought after by employers in 2025 โ€” from startups to top MNCs๐Ÿง‘โ€๐Ÿ’ป ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/46n3hCs Hereโ€™s your roadmap โ€” pick one, stay consistent, and grow dailyโœ…๏ธ

๐Ÿš€ ๐Ÿณ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜ + ๐—Ÿ๐—ถ๐—ป๐—ธ๐—ฒ๐—ฑ๐—œ๐—ป ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐˜๐—ผ ๐—•๐—ผ๐—ผ๐˜€๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ ๐—ถ๐—ป
๐Ÿš€ ๐Ÿณ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜ + ๐—Ÿ๐—ถ๐—ป๐—ธ๐—ฒ๐—ฑ๐—œ๐—ป ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐˜๐—ผ ๐—•๐—ผ๐—ผ๐˜€๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ ๐Ÿ˜ Gain globally recognized skills with Microsoft x LinkedIn Career Essentials โ€“ completely FREE! ๐ŸŽฏ Top Certifications: ๐Ÿ”น Generative AI ๐Ÿ”น Data Analysis ๐Ÿ”น Software Development ๐Ÿ”น Project Management ๐Ÿ”น Business Analysis ๐Ÿ”น System Administration ๐Ÿ”น Administrative Assistance ๐Ÿ“š 100% Free | Self-Paced | Industry-Aligned ๐—˜๐—ป๐—ฟ๐—ผ๐—น๐—น ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜๐Ÿ‘‡:-    https://pdlink.in/46TZP2h   ๐Ÿ’ผ Perfect for students, freshers & working professionals

๐Ÿฒ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—™๐—ฟ๐—ผ๐—บ ๐—ง๐—ผ๐—ฝ ๐—ข๐—ฟ๐—ด๐—ฎ๐—ป๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐Ÿ˜ A power-packed selection
๐Ÿฒ ๐—™๐—ฅ๐—˜๐—˜ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐—™๐—ฟ๐—ผ๐—บ ๐—ง๐—ผ๐—ฝ ๐—ข๐—ฟ๐—ด๐—ฎ๐—ป๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐Ÿ˜ A power-packed selection of 100% free, certified courses from top institutions: - Data Analytics โ€“ Cisco - Digital Marketing โ€“ Google - Python for AI โ€“ IBM/edX - SQL & Databases โ€“ Stanford - Generative AI โ€“ Google Cloud - Machine Learning โ€“ Harvard ๐—˜๐—ป๐—ฟ๐—ผ๐—น๐—น ๐—™๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜๐Ÿ‘‡:-    https://pdlink.in/3FcwrZK   Master inโ€‘demand tech skills with these 6 certified, top-tier free courses

๐Ÿ“ŒBeckman Coulter Diagnostics is hiring for Data Science Intern Experience: 0 - 2 year's Apply here: https://jobs.danaher.com/global/en/job/DANAGLOBALR1292567EXTERNALENGLOBAL/Data-Science-Intern ๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226 ๐Ÿ‘‰ Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best! ๐Ÿ‘๐Ÿ‘

๐Ÿ“ŒNatwest Group is hiring for Data & Analytics Analyst Experience: 0 - 2 year's Expected Salary: 12 - 20 LPA Apply here: https://jobs.natwestgroup.com/jobs/15983178-data-and-analytics-analyst-da?tm_job=R-00255555&tm_event=view&tm_company=861&bid=56 ๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226 ๐Ÿ‘‰ Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best! ๐Ÿ‘๐Ÿ‘

๐—•๐—ถ๐—ด ๐Ÿฐ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„ ๐—ค๐˜‚๐—ฒ๐˜€๐˜๐—ถ๐—ผ๐—ป๐˜€ โ€“ ๐—”๐—ป๐˜€๐˜„๐—ฒ๐—ฟ ๐—Ÿ๐—ถ๐—ธ๐—ฒ ๐—ฎ ๐—ฃ๐—ฟ๐—ผ!๐Ÿ˜ If youโ€™re preparing for interviews at De
๐—•๐—ถ๐—ด ๐Ÿฐ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„ ๐—ค๐˜‚๐—ฒ๐˜€๐˜๐—ถ๐—ผ๐—ป๐˜€ โ€“ ๐—”๐—ป๐˜€๐˜„๐—ฒ๐—ฟ ๐—Ÿ๐—ถ๐—ธ๐—ฒ ๐—ฎ ๐—ฃ๐—ฟ๐—ผ!๐Ÿ˜ If youโ€™re preparing for interviews at Deloitte, PwC, EY, or KPMG, this reel is your ultimate cheat sheet. ๐Ÿ“ โœ… Weโ€™ve compiled the most-asked HR and domain-specific questions in Audit, Tax, Consulting, and Risk Advisory โ€” straight from platforms like Glassdoor & AmbitionBox๐Ÿ’ฅ๐Ÿ“ ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/4kNE2N8 ๐Ÿ“ฝ๏ธ Watch, save & share โ€” your Big 4 dream job might just be one answer awayโœ…๏ธ

Wells Fargo is hiring! Position: Analytics Associate, Data & Analytics Qualifications: Bachelorโ€™s/ Masterโ€™s Degree Salary: 8 - 10 LPA (Expected) Experience: Entry Level Location: Bangalore, India ๐Ÿ“ŒApply Now: https://www.wellsfargojobs.com/en/jobs/r-471469/analytics-associate-2/ ๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226 ๐Ÿ‘‰ Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best! ๐Ÿ‘๐Ÿ‘

Uber is hiring! Position: Data Scientist, Data Science Qualification: Bachelor's/ Masterโ€™s Degree Salary: 16 - 46 LPA (Expected) Experienc๏ปฟe: Freshers/ Experienced Location: Hyderabad; Bangalore, India ๐Ÿ“ŒApply Now: https://www.uber.com/global/en/careers/list/138331/?uclick_id=a71f7939-0ce0-4745-8520-4cca2b5d12b3 ๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226 ๐Ÿ‘‰ Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best! ๐Ÿ‘๐Ÿ‘

Repost from Data Analyst Jobs
Deloitte is hiring Data Analyst ๐Ÿš€ Experience : 1+ Year Location : Chennai Apply link : https://www.linkedin.com/jobs/view/4267803159 ๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226 ๐Ÿ‘‰ Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best! ๐Ÿ‘๐Ÿ‘

Repost from Data Analyst Jobs
United Airlines is hiring Associate Analyst ๐Ÿš€ Experience : 0-2 Years Location : Gurugram Apply link : https://careers.united.com/us/en/job/UAIUADUSGGN00002147EXTERNALENUSTALEO/Associate-Analyst-Customer-Insights-Analytics-IKC?utm_source=linkedin&utm_medium=phenom-feeds ๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226 ๐Ÿ‘‰ Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best! ๐Ÿ‘๐Ÿ‘

๐Ÿฐ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜ ๐—ฅ๐—ฒ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐˜€ ๐˜๐—ผ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ๐Ÿ˜ Want to break int
๐Ÿฐ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜ ๐—ฅ๐—ฒ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐˜€ ๐˜๐—ผ ๐— ๐—ฎ๐˜€๐˜๐—ฒ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ๐Ÿ˜ Want to break into data science in 2025โ€”without spending a single rupee?๐Ÿ’ฐ๐Ÿ‘จโ€๐Ÿ’ป Youโ€™re in luck! Microsoft is offering powerful, beginner-friendly resources that teach you everything from Python fundamentals to AI and data analyticsโ€”for free๐Ÿคฉโœ”๏ธ ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/42vCIrb Level up your career in the booming field of dataโœ…๏ธ

Zelestra is hiring Junior Data Scientist ๐Ÿš€ Experience : 0-2 Years Location : Gurugram Apply link : https://careers.zelestra.energy/job/Haryana-Junior-Data-Scientist/1162773055/ ๐Ÿ‘‰ WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226 ๐Ÿ‘‰ Telegram Channel: https://t.me/addlist/4q2PYC0pH_VjZDk5 All the best! ๐Ÿ‘๐Ÿ‘

The job search journey can be tough, but every step you take brings you closer to your goal. Customizing resumes and cover letters, practicing coding challenges, and staying on top of industry trends are all part of the path to success. Remember, you only need one "yes" to change everything. There are a lot of amazing people out there looking for that one opportunity. Every application you send, every new connection you make, and all those late nights spent refining your portfolio or building professional relationships are steps toward landing the right job. It can be really exhausting, but every bit of effort gets you closer to your goal. The process can be filled with doubts and uncertainties, but having a structured approach and setting daily goals can help manage it. Joining professional groups, attending webinars, and seeking mentorship are also great ways to gain insights and stay motivated. In the end, all the time and energy you investโ€”whether itโ€™s perfecting a project, learning a new tool, or reaching out to potential mentorsโ€”pays off. So, if youโ€™re looking for a job, keep learning, applying, and networking.

๐—–๐—ฟ๐—ฎ๐—ฐ๐—ธ ๐—™๐—”๐—”๐—ก๐—š ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ โ€” ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜!๐Ÿ˜ If youโ€™re serious about cracking top tech inter
๐—–๐—ฟ๐—ฎ๐—ฐ๐—ธ ๐—™๐—”๐—”๐—ก๐—š ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ฒ๐˜„๐˜€ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ โ€” ๐—ณ๐—ผ๐—ฟ ๐—™๐—ฅ๐—˜๐—˜!๐Ÿ˜ If youโ€™re serious about cracking top tech interviews โ€” from FAANG to startups โ€” this is the roadmap you canโ€™t afford to miss๐ŸŽŠ Thousands have used it to land roles at Google, Amazon, Microsoft, and more โ€” completely free๐Ÿคฉ๐Ÿ“Œ ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/3TJlpyW Your dream job might just start here.โœ…๏ธ

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Big Data Analytics (2024).pdf8.40 MB

๐Ÿฒ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐˜๐—ผ ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ & ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜๐—ถ๐—ฐ๐˜€ ๐—๐—ผ๐˜‚๐—ฟ๐—ป๐—ฒ๐˜†๐Ÿ˜ Want to bre
๐Ÿฒ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—–๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐˜€ ๐˜๐—ผ ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜ ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐——๐—ฎ๐˜๐—ฎ ๐—ฆ๐—ฐ๐—ถ๐—ฒ๐—ป๐—ฐ๐—ฒ & ๐—”๐—ป๐—ฎ๐—น๐˜†๐˜๐—ถ๐—ฐ๐˜€ ๐—๐—ผ๐˜‚๐—ฟ๐—ป๐—ฒ๐˜†๐Ÿ˜ Want to break into Data Science & Analytics but donโ€™t want to spend on expensive courses?๐Ÿ‘จโ€๐Ÿ’ป Start here โ€” with 100% FREE courses from Cisco, IBM, Google & LinkedIn, all with certificates you can showcase on LinkedIn or your resume!๐Ÿ“š๐Ÿ“Œ ๐‹๐ข๐ง๐ค๐Ÿ‘‡:- https://pdlink.in/3Ix2oxd This list will set you up with real-world, job-ready skillsโœ…๏ธ

1: How would you preprocess and tokenize text data from tweets for sentiment analysis? Discuss potential challenges and solutions. - Answer: Preprocessing and tokenizing text data for sentiment analysis involves tasks like lowercasing, removing stop words, and stemming or lemmatization. Handling challenges like handling emojis, slang, and noisy text is crucial. Tools like NLTK or spaCy can assist in these tasks. 2: Explain the collaborative filtering approach in building recommendation systems. How might Twitter use this to enhance user experience? - Answer: Collaborative filtering recommends items based on user preferences and similarities. Techniques include user-based or item-based collaborative filtering and matrix factorization. Twitter could leverage user interactions to recommend tweets, users, or topics. 3: Write a Python or Scala function to count the frequency of hashtags in a given collection of tweets. - Answer (Python):
     def count_hashtags(tweet_collection):
         hashtags_count = {}
         for tweet in tweet_collection:
             hashtags = [word for word in tweet.split() if word.startswith('#')]
             for hashtag in hashtags:
                 hashtags_count[hashtag] = hashtags_count.get(hashtag, 0) + 1
         return hashtags_count
     
4: How does graph analysis contribute to understanding user interactions and content propagation on Twitter? Provide a specific use case. - Answer: Graph analysis on Twitter involves examining user interactions. For instance, identifying influential users or detecting communities based on retweet or mention networks. Algorithms like PageRank or Louvain Modularity can aid in these analyses.

I was lost in crypto noise โ€” until I found a channel that shows where the real money is made๐Ÿ‘ No hype, just clear signals an
I was lost in crypto noise โ€” until I found a channel that shows where the real money is made๐Ÿ‘ No hype, just clear signals and smart entries. ๐Ÿ‘‰๐Ÿผ Subscribe now โ€” all you need to do is follow the trades. Itโ€™s that simple: https://t.me/+ixExN-YdZsc5M2Iy

Data Science Learning Plan Step 1: Mathematics for Data Science (Statistics, Probability, Linear Algebra) Step 2: Python for Data Science (Basics and Libraries) Step 3: Data Manipulation and Analysis (Pandas, NumPy) Step 4: Data Visualization (Matplotlib, Seaborn, Plotly) Step 5: Databases and SQL for Data Retrieval Step 6: Introduction to Machine Learning (Supervised and Unsupervised Learning) Step 7: Data Cleaning and Preprocessing Step 8: Feature Engineering and Selection Step 9: Model Evaluation and Tuning Step 10: Deep Learning (Neural Networks, TensorFlow, Keras) Step 11: Working with Big Data (Hadoop, Spark) Step 12: Building Data Science Projects and Portfolio Data Science Resources ๐Ÿ‘‡๐Ÿ‘‡ https://whatsapp.com/channel/0029Va4QUHa6rsQjhITHK82y Like for more ๐Ÿ˜„