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8 154
𝗠𝗮𝘀𝘁𝗲𝗿 𝗦𝗤𝗟 𝗳𝗼𝗿 𝗙𝗿𝗲𝗲: 𝗧𝗼𝗽 𝟰 𝗥𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀 𝘁𝗼 𝗞𝗶𝗰𝗸𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗝𝗼𝘂𝗿𝗻𝗲𝘆😍
SQL is an essential skill for data professionals, and you can master it without paying a dime👨💻📌
These top resources will take you from the basics to advanced concepts, helping you build the confidence to handle data like a pro👨🎓
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8 154
Pricelabs hiring Data Scientist
👇👇
https://hello.pricelabs.co/careers?jobId=UPL41kc6rPZK&ft_source=3000178039&ft_medium=3000170988
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1. Explain the concept of transfer learning in the context of deep learning models. How can it be beneficial in practical applications?
Ans- Transfer learning involves leveraging pre-trained models on large datasets and adapting them to new, related tasks with smaller datasets. In deep learning, this is achieved by reusing the knowledge gained during the training of one model on a different, but related, task. This is particularly beneficial when the new task has limited labeled data.
Practical applications include image recognition, where a model pre-trained on a dataset like ImageNet can be fine-tuned for a specific domain. Transfer learning accelerates model convergence, requires less labeled data, and helps overcome the challenges of training deep neural networks from scratch.
2. Given a large dataset, how would you efficiently sample a representative subset for model training? Discuss the trade-offs involved.
Answer- To efficiently sample a representative subset, one can use techniques like random sampling or stratified sampling. For random sampling, simple random sampling or systematic sampling methods can be employed. For stratified sampling, data is divided into strata, and samples are randomly selected from each stratum.
Trade-offs involve the choice between biased and unbiased sampling. Random sampling may not capture rare events, while stratified sampling might introduce complexity but ensures representation. The size of the sample is also crucial; a too-small sample may not be representative, while a too-large sample may incur unnecessary computational costs.
3. How would you approach analyzing A/B test results to determine the effectiveness of a new feature on a platform like Google Search?
Answer: A/B testing involves comparing the performance of two versions (A and B) to determine the impact of a change. To analyze A/B test results:
- Define Metrics: Clearly define key metrics (e.g., click-through rate, user engagement) before the test.
- Random Assignment: Ensure random assignment of users to control (A) and experimental (B) groups.
- Statistical Significance: Use statistical tests (e.g., t-test) to determine if differences between groups are statistically significant.
- Practical Significance: Consider the practical significance of results to assess real-world impact.
- Segmentation: Analyze results across different user segments for nuanced insights.
4. You have access to search query logs. How would you identify and address potential biases in the search results?
Answer: To identify and address biases in search results:
- Analyze Demographics: Examine user demographics to identify biases related to age, gender, or location.
- Query Intent: Understand user query intent and ensure diverse queries are well-represented.
- Evaluate Results: Assess the diversity of results to avoid favoring specific perspectives.
- User Feedback: Gather feedback from users to identify biased or inappropriate results.
- Continuous Monitoring: Implement continuous monitoring and iterate on algorithms to minimize biases.
8 154
Repost from AI Prompts | ChatGPT | Google Gemini | Claude
𝟳+ 𝗙𝗿𝗲𝗲 𝗚𝗼𝗼𝗴𝗹𝗲 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗕𝗼𝗼𝘀𝘁 𝗬𝗼𝘂𝗿 𝗖𝗮𝗿𝗲𝗲𝗿😍
Here’s your golden chance to upskill with free, industry-recognized certifications from Google—all without spending a rupee!💰📌
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8 154
𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲 𝗢𝗻 𝗦𝗼𝗳𝘁𝘄𝗮𝗿𝗲 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁😍
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8 154
GE Aerospace is hiring!
Position: Data Scientist
Qualification: Bachelor’s/ Master’s Degree
Salary: 8 - 16 LPA (Expected)
Experience: Entry Level
Location: Bengaluru, India
📌Apply Now: https://careers.geaerospace.com/global/en/job/R5005463/Data-Scientist
👉WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226
👉Telegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
Like for more job opportunities ❤️
All the best 👍👍
8 154
Repost from Data Analysis Books | Python | SQL | Excel | Artificial Intelligence | Power BI | Tableau | AI Resources
𝗕𝗼𝗼𝘀𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮 𝗣𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝘃𝗶𝘁𝘆 𝘄𝗶𝘁𝗵 𝗧𝗵𝗶𝘀 𝗔𝗜 𝗧𝗼𝗼𝗹 𝗘𝘃𝗲𝗿𝘆 𝗔𝗻𝗮𝗹𝘆𝘀𝘁 𝗡𝗲𝗲𝗱𝘀 𝗶𝗻 𝟮𝟬𝟮𝟱!😍
Tired of Wasting Hours on SQL, Cleaning & Dashboards? Meet Your New Data Assistant!🗣🚀
If you’re a data analyst, BI developer, or even a student, you know the pain of spending hours⏰️
𝐋𝐢𝐧𝐤👇:-
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Just smart automation that gives you time to focus on strategic decisions and storytelling✅️
8 154
Natwest hiring Data Scientist
Apply link: https://jobs.natwestgroup.com/jobs/16064413-data-scientist?tm_job=R-00256693-OTHLOC-IND-5FCHE051&tm_event=view&tm_company=861&bid=56
👉WhatsApp Channel: https://whatsapp.com/channel/0029VaI5CV93AzNUiZ5Tt226
👉Telegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
Like for more job opportunities ❤️
All the best 👍👍
8 154
5 Handy Tips to Master Data Science ⬇️
1️⃣ Begin with introductory projects that cover the fundamental concepts of data science, such as data exploration, cleaning, and visualization. These projects will help you get familiar with common data science tools and libraries like Python (Pandas, NumPy, Matplotlib), R, SQL, and Excel
2️⃣ Look for publicly available datasets from sources like Kaggle, UCI Machine Learning Repository. Working with real-world data will expose you to the challenges of messy, incomplete, and heterogeneous data, which is common in practical scenarios.
3️⃣ Explore various data science techniques like regression, classification, clustering, and time series analysis. Apply these techniques to different datasets and domains to gain a broader understanding of their strengths, weaknesses, and appropriate use cases.
4️⃣ Work on projects that involve the entire data science lifecycle, from data collection and cleaning to model building, evaluation, and deployment. This will help you understand how different components of the data science process fit together.
5️⃣ Consistent practice is key to mastering any skill. Set aside dedicated time to work on data science projects, and gradually increase the complexity and scope of your projects as you gain more experience.
8 154
Repost from AI Prompts | ChatGPT | Google Gemini | Claude
𝟲 𝗙𝗥𝗘𝗘 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗠𝗮𝘀𝘁𝗲𝗿 𝗙𝘂𝘁𝘂𝗿𝗲-𝗣𝗿𝗼𝗼𝗳 𝗦𝗸𝗶𝗹𝗹𝘀 𝗶𝗻 𝟮𝟬𝟮𝟱😍
Want to Stay Ahead in 2025? Learn These 6 In-Demand Skills for FREE!🚀
The future of work is evolving fast, and mastering the right skills today can set you up for big success tomorrow🎯
𝐋𝐢𝐧𝐤👇:-
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Enjoy Learning ✅️
8 154
Repost from AI Prompts | ChatGPT | Google Gemini | Claude
𝟯𝟬+ 𝗙𝗿𝗲𝗲 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗲𝗱 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗯𝘆 𝗛𝗣 𝗟𝗜𝗙𝗘 𝘁𝗼 𝗦𝘂𝗽𝗲𝗿𝗰𝗵𝗮𝗿𝗴𝗲 𝗬𝗼𝘂𝗿 𝗖𝗮𝗿𝗲𝗲𝗿😍
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8 154
Swiggy is hiring Business Analyst 🚀
Experience : 1+ Year
Location : Bangalore
Apply link : Check out this job at Swiggy: https://www.linkedin.com/jobs/view/4228309884
8 154
StatusNeo is hiring Data Analyst 🚀
Experience : 1 Year
Location : Remote ( India )
Apply link : Check out this job at StatusNeo: https://www.linkedin.com/jobs/view/4228760204
8 154
Meesho is hiring Data Scientist 🚀
Experience : 1 Year
Location : Bangalore
Apply link : https://meesho.io/jobs/data-scientist--i?id=81b0947f-5a1e-4a51-93d5-bd63d954cf75
8 154
Repost from Data Analyst Jobs
Ebay hiring Associate Manager, Data Science
Apply link: https://jobs.ebayinc.com/us/en/job/EBAEBAUSR0067287EXTERNALENUS/Associate-Manager-Data-Science?utm_source=linkedin&utm_medium=phenom-feeds
👉WhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
👉Telegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best 👍👍
8 154
🚀 Top 10 Tools Data Scientists Love! 🧠
In the ever-evolving world of data science, staying updated with the right tools is crucial to solving complex problems and deriving meaningful insights.
🔍 Here’s a quick breakdown of the most popular tools:
1. Python 🐍: The go-to language for data science, favored for its versatility and powerful libraries.
2. SQL 🛠️: Essential for querying databases and manipulating data.
3. Jupyter Notebooks 📓: An interactive environment that makes data analysis and visualization a breeze.
4. TensorFlow/PyTorch 🤖: Leading frameworks for deep learning and neural networks.
5. Tableau 📊: A user-friendly tool for creating stunning visualizations and dashboards.
6. Git & GitHub 💻: Version control systems that every data scientist should master.
7. Hadoop & Spark 🔥: Big data frameworks that help process massive datasets efficiently.
8. Scikit-learn 🧬: A powerful library for machine learning in Python.
9. R 📈: A statistical programming language that is still a favorite among many analysts.
10. Docker 🐋: A must-have for containerization and deploying applications.
I have curated the best interview resources to crack Data Science Interviews
👇👇
https://whatsapp.com/channel/0029Va4QUHa6rsQjhITHK82y
Like if you need similar content 😄👍
8 154
Repost from Data Analysis Books | Python | SQL | Excel | Artificial Intelligence | Power BI | Tableau | AI Resources
𝟱 𝗙𝗿𝗲𝗲 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗦𝗸𝘆𝗿𝗼𝗰𝗸𝗲𝘁 𝗬𝗼𝘂𝗿 𝗖𝗮𝗿𝗲𝗲𝗿 𝗶𝗻 𝟮𝟬𝟮𝟱😍
Whether you’re a beginner, career switcher, or just curious about data analytics, these 5 free online courses are your perfect starting point!🎯
𝐋𝐢𝐧𝐤👇:-
https://pdlink.in/3FdLMcv
Gain the skills to manage analytics projects✅️
8 154
IBM hiring Data Scientist
Apply link: https://ibmglobal.avature.net/en_US/careers/JobDetail?jobId=29148&source=WEB_Search_INDIA
👉 Data Science Jobs: https://whatsapp.com/channel/0029VaxTMmQADTOA746w7U2P
👉Telegram Link: https://t.me/datasciencej
All the best 👍👍
8 154
Uber hiring Data Scientist (Product Analytics)
Location: Hyderabad & Bangalore
Apply link: https://www.uber.com/global/en/careers/list/138137/?uclick_id=37269e91-9c24-429a-aa24-5fbd5a7519f7
👉 Data Science Jobs: https://whatsapp.com/channel/0029VaxTMmQADTOA746w7U2P
👉Telegram Link: https://t.me/getjobss
All the best 👍👍
8 154
Flipkart hiring Data Scientist
Apply link: http://www.flipkartcareers.com/#!/job-view/data-scientist-bangalore-karnataka-2024090915375450/?source=linkedin
👉WhatsApp Channel: https://whatsapp.com/channel/0029Vaxjq5a4dTnKNrdeiZ0J
👉Telegram Link: https://t.me/addlist/4q2PYC0pH_VjZDk5
All the best 👍👍
现已上线!2025 年 Telegram 研究 — 年度关键洞察 
