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!
Here’s what you’ll learn:
🔘 Linear Regression - The foundation of predictive modeling
🔘 Logistic Regression - Predicting probabilities and classifications
🔘 Clustering (K-Means, Hierarchical) - Making sense of unstructured data
🔘 Overfitting vs. Underfitting - The balancing act every ML engineer must master
🔘 OLS, R-squared, F-test - Key metrics to evaluate your models
https://t.iss.one/CodeProgrammer || Share🌐 and Like 👍
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!
Here’s what you’ll learn:
🔘 Linear Regression - The foundation of predictive modeling
🔘 Logistic Regression - Predicting probabilities and classifications
🔘 Clustering (K-Means, Hierarchical) - Making sense of unstructured data
🔘 Overfitting vs. Underfitting - The balancing act every ML engineer must master
🔘 OLS, R-squared, F-test - Key metrics to evaluate your models
https://t.iss.one/CodeProgrammer || Share
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Forwarded from Machine Learning with Python
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I found the BEST video explaining how LLMs work 👇
🔗 check out the full video here : https://lnkd.in/dvjZS89d
#LLM #ML #AI #Python
By: https://t.iss.one/DataAnalyticsX
🔗 check out the full video here : https://lnkd.in/dvjZS89d
#LLM #ML #AI #Python
By: https://t.iss.one/DataAnalyticsX
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LLM Interview Questions.pdf
71.2 KB
🔖 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 — just perfect.
tags: #LLM #ML #python #pytorch
➡ https://t.iss.one/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 — just perfect.
tags: #LLM #ML #python #pytorch
➡ https://t.iss.one/DataAnalyticsX
🔥3❤2
A–ZDictionaryofData.pdf
1008.6 KB
Data is everywhere. Clarity is rare.
Behind every dashboard, SQL query, or machine learning model lies a common challenge — understanding the language of data.
The 𝐀–𝐙 𝐃𝐢𝐜𝐭𝐢𝐨𝐧𝐚𝐫𝐲 𝐨𝐟 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 & 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 brings together 500+ essential terms across SQL, Python, Power BI, Excel, Statistics, and Machine Learning in one structured reference.
This is the layer many professionals underestimate.
Not tools. Not dashboards.
But the ability to understand, interpret, and communicate concepts with precision.
𝐖𝐡𝐚𝐭 𝐦𝐚𝐤𝐞𝐬 𝐭𝐡𝐢𝐬 𝐯𝐚𝐥𝐮𝐚𝐛𝐥𝐞:
- Clear definitions without unnecessary complexity
- Concepts connected across tools and domains
- Coverage from foundational terms to advanced analytics concepts
- Useful for both technical execution and business communication
𝐖𝐡𝐞𝐫𝐞 𝐭𝐡𝐢𝐬 𝐛𝐞𝐜𝐨𝐦𝐞𝐬 𝐢𝐦𝐩𝐚𝐜𝐭𝐟𝐮𝐥:
- During interviews, when explaining concepts matters more than just knowing them
- In projects, where misinterpreting a term can lead to incorrect insights
- In stakeholder discussions, where clarity builds credibility
- In learning journeys, where structured understanding accelerates growth
𝐒𝐭𝐫𝐨𝐧𝐠 𝐝𝐚𝐭𝐚 𝐩𝐫𝐨𝐟𝐞𝐬𝐬𝐢𝐨𝐧𝐚𝐥𝐬 𝐝𝐨𝐧’𝐭 𝐣𝐮𝐬𝐭 𝐰𝐨𝐫𝐤 𝐰𝐢𝐭𝐡 𝐝𝐚𝐭𝐚. 𝐓𝐡𝐞𝐲 𝐬𝐩𝐞𝐚𝐤 𝐢𝐭𝐬 𝐥𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐰𝐢𝐭𝐡 𝐜𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐜𝐞.
#DataAnalytics #BusinessIntelligence #DataScience #SQL #Python #PowerBI #Excel #MachineLearning #Statistics #DataEngineering #AnalyticsCareer #DataLearning #DataProfessionals #CareerGrowth #InterviewPreparation
https://t.iss.one/DataAnalyticsX
Behind every dashboard, SQL query, or machine learning model lies a common challenge — understanding the language of data.
The 𝐀–𝐙 𝐃𝐢𝐜𝐭𝐢𝐨𝐧𝐚𝐫𝐲 𝐨𝐟 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐭𝐢𝐜𝐬 & 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐜𝐞 brings together 500+ essential terms across SQL, Python, Power BI, Excel, Statistics, and Machine Learning in one structured reference.
This is the layer many professionals underestimate.
Not tools. Not dashboards.
But the ability to understand, interpret, and communicate concepts with precision.
𝐖𝐡𝐚𝐭 𝐦𝐚𝐤𝐞𝐬 𝐭𝐡𝐢𝐬 𝐯𝐚𝐥𝐮𝐚𝐛𝐥𝐞:
- Clear definitions without unnecessary complexity
- Concepts connected across tools and domains
- Coverage from foundational terms to advanced analytics concepts
- Useful for both technical execution and business communication
𝐖𝐡𝐞𝐫𝐞 𝐭𝐡𝐢𝐬 𝐛𝐞𝐜𝐨𝐦𝐞𝐬 𝐢𝐦𝐩𝐚𝐜𝐭𝐟𝐮𝐥:
- During interviews, when explaining concepts matters more than just knowing them
- In projects, where misinterpreting a term can lead to incorrect insights
- In stakeholder discussions, where clarity builds credibility
- In learning journeys, where structured understanding accelerates growth
𝐒𝐭𝐫𝐨𝐧𝐠 𝐝𝐚𝐭𝐚 𝐩𝐫𝐨𝐟𝐞𝐬𝐬𝐢𝐨𝐧𝐚𝐥𝐬 𝐝𝐨𝐧’𝐭 𝐣𝐮𝐬𝐭 𝐰𝐨𝐫𝐤 𝐰𝐢𝐭𝐡 𝐝𝐚𝐭𝐚. 𝐓𝐡𝐞𝐲 𝐬𝐩𝐞𝐚𝐤 𝐢𝐭𝐬 𝐥𝐚𝐧𝐠𝐮𝐚𝐠𝐞 𝐰𝐢𝐭𝐡 𝐜𝐨𝐧𝐟𝐢𝐝𝐞𝐧𝐜𝐞.
#DataAnalytics #BusinessIntelligence #DataScience #SQL #Python #PowerBI #Excel #MachineLearning #Statistics #DataEngineering #AnalyticsCareer #DataLearning #DataProfessionals #CareerGrowth #InterviewPreparation
https://t.iss.one/DataAnalyticsX
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Forwarded from Machine Learning
They cover the entire spectrum: classic ML, LLM, and generative models — with theory and practice.
tags: #python #ML #LLM #AI
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AI for Data Processing and Analytics 🤖📊
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What it can do: ✨🛠
• generate SQL queries and Python code 💾🧩
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#DataAnalytics #HexTech #SQL #Python #Automation #DataScience
https://t.iss.one/DataAnalyticsX✈️
Hex — a platform that helps analyze data through SQL and Python, automating most routine tasks 🚀💻
What it can do: ✨🛠
• generate SQL queries and Python code 💾🧩
• build charts and dashboards 📈📉
• explain results and answer questions in simple language 🗣🧠
• allow you to quickly create a report or a data app 📝📱
Link: https://hex.tech/ 🔗🌐
#DataAnalytics #HexTech #SQL #Python #Automation #DataScience
https://t.iss.one/DataAnalyticsX
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