About
Experienced data scientist proficient in Machine learning, NLP, Statistical Analysis, and…
Contributions
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How do you choose the best pytorch model for your data analysis project?
Understanding your data and analysis goal is a crucial first step before looking for PyTorch models. Knowing the characteristics of your data and the type of analysis you want to perform will help you narrow down your options and define your evaluation criteria. It’s important to consider factors such as the structure, type, balance, and quality of your data, as well as the type of analysis and performance metric you want to use
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How do you choose the best pytorch model for your data analysis project?
Fine-tuning and customizing models can be a great way to improve their performance on your specific data and analysis goal. PyTorch provides tools such as the nn module for building neural networks and the torchscript module for exporting and deploying models. Fine-tuning involves adjusting the weights of a pre-trained model, while customizing involves modifying the architecture or components of a model.
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How do you choose the best pytorch model for your data analysis project?
The PyTorch Hub and PyTorch Lightning framework are excellent resources for finding pre-trained models and simplifying the development process and I agree that it’s important to choose a model that is suitable for your data type, analysis task, and performance metric. Checking the documentation, code quality, license, and citation requirements is also crucial.
Activity
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Bypass Traditional Gatekeepers with GenAI In a recent panel discussion with Data Science Connect, we dove into the democratization of data and how…
Bypass Traditional Gatekeepers with GenAI In a recent panel discussion with Data Science Connect, we dove into the democratization of data and how…
Liked by Shashank Goswami
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📝 Announcing our paper that offers a comprehensive overview (surveying 100+ papers) of the Indic AI landscape ➡️ 𝐓𝐚𝐱𝐨𝐧𝐨𝐦𝐲 𝐚𝐧𝐝…
📝 Announcing our paper that offers a comprehensive overview (surveying 100+ papers) of the Indic AI landscape ➡️ 𝐓𝐚𝐱𝐨𝐧𝐨𝐦𝐲 𝐚𝐧𝐝…
Liked by Shashank Goswami
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Saurabh Naresh Netravalkar, take a bow !!
Saurabh Naresh Netravalkar, take a bow !!
Liked by Shashank Goswami
Experience
Education
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Georgia State University - J. Mack Robinson College of Business
Coursework - Machine Learning, Predictive Data Analytics, Statistics for Analytics, Optimization, Data Management, Data Programming.
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One of the top 10 colleges in India. Was within 2 percentile out of 1 million examinees for the joint entrance examination.
Courses
Computer Programming - C++
Numerical and Statistical Methods
Mathematics I and II
Methods of Applied Mathematics I and II
Advanced Numerical Methods
Volunteer Experience
Projects
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Porsche Hackathon, Customer Zipcode Attention Recommendation
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• Recommended EV charging station network distribution heat map across 1800 zip codes of California, performing Simpy simulation, yielding wait time with greatest ROI as an evaluation parameter.
• Segmented marketing targets by consumer profile using K-mean, PCA that can be used in marketing strategy. -
Hotel Recommendation Engine
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• Collated data by scraping 4000 customer reviews from TripAdvisor using Selenium web driver in python, enabling data preparation.
• Cleansed the data by Stopwords removal, Stemming and Lemmatizing reviews using NLTK, shrinking text corpus by 30%.
• Programmed Sentiment analysis and Topic Modelling on customer reviews of 3-star hotels using vaderSentiment composite score, detecting their popular features.
• Mapped customer needs with hotel features and scored hotels according to…• Collated data by scraping 4000 customer reviews from TripAdvisor using Selenium web driver in python, enabling data preparation.
• Cleansed the data by Stopwords removal, Stemming and Lemmatizing reviews using NLTK, shrinking text corpus by 30%.
• Programmed Sentiment analysis and Topic Modelling on customer reviews of 3-star hotels using vaderSentiment composite score, detecting their popular features.
• Mapped customer needs with hotel features and scored hotels according to customer preference, thus recommending the hotel with the highest score. -
Predicting Box Office Revenue for Movies
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• Condensed JSON formatted multilabel text fields constituting 80% of the data utilizing python library “Abstract Syntax Trees”, optimizing data preprocessing.
• Transformed movie summary text using TFIDF into quantitative values, measuring the uniqueness of movie content.
• Revamped multilabel and multiclass fields by generating dummy variables deploying MultilabelBinarizer and OneHotEncoding, creating model ready inputs.
• Assessed impact of a Director, Actor, Budget, etc. on the…• Condensed JSON formatted multilabel text fields constituting 80% of the data utilizing python library “Abstract Syntax Trees”, optimizing data preprocessing.
• Transformed movie summary text using TFIDF into quantitative values, measuring the uniqueness of movie content.
• Revamped multilabel and multiclass fields by generating dummy variables deploying MultilabelBinarizer and OneHotEncoding, creating model ready inputs.
• Assessed impact of a Director, Actor, Budget, etc. on the movie revenue, employing sci-kit learn ExtraTreesClassifier, yielding 5 prime features contributing 60% to Randomforest prediction with evaluation parameter RMSE equals 1.58.
More activity by Shashank
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Two candidates from Wynisco received offers today. Candidate A got two offers based in Data Analytics. She was an experienced candidate with strong…
Two candidates from Wynisco received offers today. Candidate A got two offers based in Data Analytics. She was an experienced candidate with strong…
Liked by Shashank Goswami
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Celebrating a Milestone Achievement 🎉 As I reflect on my incredible journey at Babson College's Babson F.W. Olin Graduate School of Business, I am…
Celebrating a Milestone Achievement 🎉 As I reflect on my incredible journey at Babson College's Babson F.W. Olin Graduate School of Business, I am…
Liked by Shashank Goswami
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I’m happy to share that I’m starting a new position as Manager at Invest India!
I’m happy to share that I’m starting a new position as Manager at Invest India!
Liked by Shashank Goswami
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