Data Science Jobs
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๐—Ÿ๐—ฎ๐˜‚๐—ป๐—ฐ๐—ต ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐—ง๐—ฒ๐—ฐ๐—ต ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ ๐—ถ๐—ป ๐Ÿฎ๐Ÿฌ๐Ÿฎ๐Ÿฑ โ€” ๐—ช๐—ถ๐˜๐—ต ๐— ๐—ถ๐—ฐ๐—ฟ๐—ผ๐˜€๐—ผ๐—ณ๐˜โ€™๐˜€ ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด ๐—ฃ๐—ฎ๐˜๐—ต๐˜€!๐Ÿ˜

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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
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https://whatsapp.com/channel/0029Va4QUHa6rsQjhITHK82y

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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.
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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˜

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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˜

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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.
โค1
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‘
โค1
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˜

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Forwarded 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‘
Forwarded 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‘
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‘
โค2
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‘
โค1
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“

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๐Ÿ“ฝ๏ธ Watch, save & share โ€” your Big 4 dream job might just be one answer awayโœ…๏ธ
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