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SPOTO gives you free, instant access to high-quality, updated resources that help you study smarter and pass exams faster.
โ Latest Exam Materials:
Covering #Python, #Cisco, #PMI, #Fortinet, #AWS, #Azure, #AI, #Excel, #comptia, #ITIL, #cloud & more!
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Numpy_Cheat_Sheet.pdf
4.8 MB
NumPy Cheat Sheet: Data Analysis in Python
This #Python cheat sheet is a quick reference for #NumPy beginners.
Learn more:
https://www.datacamp.com/cheat-sheet/numpy-cheat-sheet-data-analysis-in-python
https://t.me/DataAnalyticsX
This #Python cheat sheet is a quick reference for #NumPy beginners.
Learn more:
https://www.datacamp.com/cheat-sheet/numpy-cheat-sheet-data-analysis-in-python
https://t.me/DataAnalyticsX
โค10
Forwarded from Machine Learning with Python
A full-fledged educational course has been published on the university's website: 24 lectures, practical tasks, homework assignments, and a collection of materials for self-study.
The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.
A great opportunity to study deep learning based on the structure of a top university, free of charge and without simplifications โ let's learn here.
https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/resources/lecture-videos/
tags: #python #deeplearning
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Forwarded from Machine Learning with Python
Data Science Roadmap.pdf
15.5 MB
๐ท Comprehensive Data Science Roadmap Notes
โ This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.
๐ก From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.
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๐ #DataScience #DataScience #pytorch #python #Roadmap
https://t.me/CodeProgrammer
โ This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.
๐ก From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.
๐ How to extract real analysis reports and strategies from raw data using statistics and visualization tools.
๐ You will learn everything from machine learning and advanced algorithms to precise model evaluation.
๐ Get familiar with neural networks, generative artificial intelligence, and language models to have a voice in today's modern world.
๐ง How to build real projects and portfolios that are exactly what hiring managers and big companies are looking for.
๐ #DataScience #DataScience #pytorch #python #Roadmap
https://t.me/CodeProgrammer
โค4
Forwarded from Machine Learning with Python
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Forwarded from Machine Learning with Python
Pandas vs. Polars: A Complete Comparison of Syntax, Speed, and Memory
Need help choosing the right #Python dataframe library? This article compares #Pandas and #Polars to help you decide.
If you've been working with data in Python, you've almost certainly used pandas. It's been the go-to library for data manipulation for over a decade. But recently, Polars has been gaining serious traction. Polars promises to be faster, more memory-efficient, and more intuitive than pandas. But is it worth learning? And how different is it really?
In this article, we'll compare pandas and Polars side-by-side. You'll see performance benchmarks, and learn the syntax differences. By the end, you'll be able to make an informed decision for your next data project.
Read: https://www.kdnuggets.com/pandas-vs-polars-a-complete-comparison-of-syntax-speed-and-memory
https://t.me/CodeProgrammer ๐บ
Need help choosing the right #Python dataframe library? This article compares #Pandas and #Polars to help you decide.
If you've been working with data in Python, you've almost certainly used pandas. It's been the go-to library for data manipulation for over a decade. But recently, Polars has been gaining serious traction. Polars promises to be faster, more memory-efficient, and more intuitive than pandas. But is it worth learning? And how different is it really?
In this article, we'll compare pandas and Polars side-by-side. You'll see performance benchmarks, and learn the syntax differences. By the end, you'll be able to make an informed decision for your next data project.
Read: https://www.kdnuggets.com/pandas-vs-polars-a-complete-comparison-of-syntax-speed-and-memory
https://t.me/CodeProgrammer ๐บ
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Forwarded from Machine Learning with Python
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The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.
โก๏ธ Link to the course
tags: #Python #DataScience #DeepLearning #AI
A full-fledged educational course has been published on the university's website: 24 lectures, practical assignments, homework, and a collection of materials for self-study.
The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.
โก๏ธ Link to the course
tags: #Python #DataScience #DeepLearning #AI
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Forwarded from Machine Learning with Python
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Forwarded from Machine Learning with Python
Machine Learning in python.pdf
1 MB
Machine Learning in Python (Course Notes)
I just went through an amazing resource on #MachineLearning in #Python by 365 Data Science, and I had to share the key takeaways with you!
Hereโs what youโll learn:
๐ Linear Regression - The foundation of predictive modeling
๐ Logistic Regression - Predicting probabilities and classifications
๐ Clustering (K-Means, Hierarchical) - Making sense of unstructured data
๐ Overfitting vs. Underfitting - The balancing act every ML engineer must master
๐ OLS, R-squared, F-test - Key metrics to evaluate your models
https://t.me/CodeProgrammer || Share๐ and Like ๐
I just went through an amazing resource on #MachineLearning in #Python by 365 Data Science, and I had to share the key takeaways with you!
Hereโs what youโll learn:
๐ Linear Regression - The foundation of predictive modeling
๐ Logistic Regression - Predicting probabilities and classifications
๐ Clustering (K-Means, Hierarchical) - Making sense of unstructured data
๐ Overfitting vs. Underfitting - The balancing act every ML engineer must master
๐ OLS, R-squared, F-test - Key metrics to evaluate your models
https://t.me/CodeProgrammer || Share
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Forwarded from Machine Learning with Python
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Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
๐ Download each free resource here:
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๐ฒ Need exam help? Contact admin: wa.link/40f942
๐ฌ Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a
โค1
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I found the BEST video explaining how LLMs work ๐
๐ check out the full video here : https://lnkd.in/dvjZS89d
#LLM #ML #AI #Python
By: https://t.me/DataAnalyticsX
๐ check out the full video here : https://lnkd.in/dvjZS89d
#LLM #ML #AI #Python
By: https://t.me/DataAnalyticsX
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LLM Interview Questions.pdf
71.2 KB
๐ 50 interview questions for LLM
A good warm-up before the interview: 50 questions on Large Language Models in one document. Not in-depth, but as a checklist to test your knowledge โ just perfect.
tags: #LLM #ML #python #pytorch
โก https://t.me/DataAnalyticsX
A good warm-up before the interview: 50 questions on Large Language Models in one document. Not in-depth, but as a checklist to test your knowledge โ just perfect.
tags: #LLM #ML #python #pytorch
โก https://t.me/DataAnalyticsX
๐ฅ3โค2
AโZDictionaryofData.pdf
1008.6 KB
Data is everywhere. Clarity is rare.โฃ
โฃ
โฃ
Behind every dashboard, SQL query, or machine learning model lies a common challenge โ understanding the language of data.โฃ
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โฃ
The ๐โ๐ ๐๐ข๐๐ญ๐ข๐จ๐ง๐๐ซ๐ฒ ๐จ๐ ๐๐๐ญ๐ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ & ๐๐ฎ๐ฌ๐ข๐ง๐๐ฌ๐ฌ ๐๐ง๐ญ๐๐ฅ๐ฅ๐ข๐ ๐๐ง๐๐ brings together 500+ essential terms across SQL, Python, Power BI, Excel, Statistics, and Machine Learning in one structured reference. โฃ
โฃ
โฃ
This is the layer many professionals underestimate.โฃ
Not tools. Not dashboards.โฃ
But the ability to understand, interpret, and communicate concepts with precision.โฃ
โฃ
โฃ
๐๐ก๐๐ญ ๐ฆ๐๐ค๐๐ฌ ๐ญ๐ก๐ข๐ฌ ๐ฏ๐๐ฅ๐ฎ๐๐๐ฅ๐:โฃ
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โฃ
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- During interviews, when explaining concepts matters more than just knowing themโฃ
- In projects, where misinterpreting a term can lead to incorrect insightsโฃ
- In stakeholder discussions, where clarity builds credibilityโฃ
- In learning journeys, where structured understanding accelerates growthโฃ
โฃ
โฃ
๐๐ญ๐ซ๐จ๐ง๐ ๐๐๐ญ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐ข๐จ๐ง๐๐ฅ๐ฌ ๐๐จ๐งโ๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐ฐ๐จ๐ซ๐ค ๐ฐ๐ข๐ญ๐ก ๐๐๐ญ๐. ๐๐ก๐๐ฒ ๐ฌ๐ฉ๐๐๐ค ๐ข๐ญ๐ฌ ๐ฅ๐๐ง๐ ๐ฎ๐๐ ๐ ๐ฐ๐ข๐ญ๐ก ๐๐จ๐ง๐๐ข๐๐๐ง๐๐.โฃ
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#DataAnalytics #BusinessIntelligence #DataScience #SQL #Python #PowerBI #Excel #MachineLearning #Statistics #DataEngineering #AnalyticsCareer #DataLearning #DataProfessionals #CareerGrowth #InterviewPreparation
https://t.me/DataAnalyticsX
โฃ
โฃ
Behind every dashboard, SQL query, or machine learning model lies a common challenge โ understanding the language of data.โฃ
โฃ
โฃ
The ๐โ๐ ๐๐ข๐๐ญ๐ข๐จ๐ง๐๐ซ๐ฒ ๐จ๐ ๐๐๐ญ๐ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ & ๐๐ฎ๐ฌ๐ข๐ง๐๐ฌ๐ฌ ๐๐ง๐ญ๐๐ฅ๐ฅ๐ข๐ ๐๐ง๐๐ brings together 500+ essential terms across SQL, Python, Power BI, Excel, Statistics, and Machine Learning in one structured reference. โฃ
โฃ
โฃ
This is the layer many professionals underestimate.โฃ
Not tools. Not dashboards.โฃ
But the ability to understand, interpret, and communicate concepts with precision.โฃ
โฃ
โฃ
๐๐ก๐๐ญ ๐ฆ๐๐ค๐๐ฌ ๐ญ๐ก๐ข๐ฌ ๐ฏ๐๐ฅ๐ฎ๐๐๐ฅ๐:โฃ
- Clear definitions without unnecessary complexityโฃ
- Concepts connected across tools and domainsโฃ
- Coverage from foundational terms to advanced analytics conceptsโฃ
- Useful for both technical execution and business communicationโฃ
โฃ
โฃ
๐๐ก๐๐ซ๐ ๐ญ๐ก๐ข๐ฌ ๐๐๐๐จ๐ฆ๐๐ฌ ๐ข๐ฆ๐ฉ๐๐๐ญ๐๐ฎ๐ฅ:โฃ
- During interviews, when explaining concepts matters more than just knowing themโฃ
- In projects, where misinterpreting a term can lead to incorrect insightsโฃ
- In stakeholder discussions, where clarity builds credibilityโฃ
- In learning journeys, where structured understanding accelerates growthโฃ
โฃ
โฃ
๐๐ญ๐ซ๐จ๐ง๐ ๐๐๐ญ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐ข๐จ๐ง๐๐ฅ๐ฌ ๐๐จ๐งโ๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐ฐ๐จ๐ซ๐ค ๐ฐ๐ข๐ญ๐ก ๐๐๐ญ๐. ๐๐ก๐๐ฒ ๐ฌ๐ฉ๐๐๐ค ๐ข๐ญ๐ฌ ๐ฅ๐๐ง๐ ๐ฎ๐๐ ๐ ๐ฐ๐ข๐ญ๐ก ๐๐จ๐ง๐๐ข๐๐๐ง๐๐.โฃ
โฃ
โฃ
#DataAnalytics #BusinessIntelligence #DataScience #SQL #Python #PowerBI #Excel #MachineLearning #Statistics #DataEngineering #AnalyticsCareer #DataLearning #DataProfessionals #CareerGrowth #InterviewPreparation
https://t.me/DataAnalyticsX
โค9
Forwarded from Machine Learning
They cover the entire spectrum: classic ML, LLM, and generative models โ with theory and practice.
tags: #python #ML #LLM #AI
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