𝗚𝗼𝗼𝗴𝗹𝗲 𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀😍
Data analytics is a must-have skill in today’s digital era, and Google offers exceptional free courses to help you excel
- Google Analytics Certification
- Google Analytics for Power Users
- Advanced Google Analytics
𝐋𝐢𝐧𝐤 👇:-
https://pdlink.in/423LMom
Enroll For FREE & Get Certified🎓
Data analytics is a must-have skill in today’s digital era, and Google offers exceptional free courses to help you excel
- Google Analytics Certification
- Google Analytics for Power Users
- Advanced Google Analytics
𝐋𝐢𝐧𝐤 👇:-
https://pdlink.in/423LMom
Enroll For FREE & Get Certified🎓
Here are some incredible platforms where you can download datasets for your project:
Our World in Data https://ourworldindata.org/
World Health Organization (https://www.who.int/data/gho
Statcounter (https://gs.statcounter.com/
Food and Agriculture Organization of the UN (FAO) (https://www.fao.org/home/en
World Bank (https://data.worldbank.org/)
Our World in Data https://ourworldindata.org/
World Health Organization (https://www.who.int/data/gho
Statcounter (https://gs.statcounter.com/
Food and Agriculture Organization of the UN (FAO) (https://www.fao.org/home/en
World Bank (https://data.worldbank.org/)
𝗚𝗲𝘁 𝗬𝗼𝘂𝗿 𝗗𝗿𝗲𝗮𝗺 𝗝𝗼𝗯 𝗜𝗻 𝗔𝗺𝗮𝘇𝗼𝗻, 𝗚𝗼𝗼𝗴𝗹𝗲, 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗡𝗩𝗜𝗗𝗜𝗔, 𝗮𝗻𝗱 𝗠𝗲𝘁𝗮 (𝗙𝗮𝗰𝗲𝗯𝗼𝗼𝗸) 𝘄𝗶𝘁𝗵 𝘁𝗵𝗲𝘀𝗲 𝗰𝗼𝗺𝗽𝗿𝗲𝗵𝗲𝗻𝘀𝗶𝘃𝗲 𝗿𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀😍
1️⃣ Amazon Interviewing Guide
2️⃣ Google Interview Tips
3️⃣ Microsoft Hiring Tips
4️⃣ NVIDIA Hiring Process
5️⃣ Meta Onsite SWE Prep Guide
𝐋𝐢𝐧𝐤👇:-
https://pdlink.in/40OSJJ6
Crack Interview & Get Your Dream Job In Top MNCs
1️⃣ Amazon Interviewing Guide
2️⃣ Google Interview Tips
3️⃣ Microsoft Hiring Tips
4️⃣ NVIDIA Hiring Process
5️⃣ Meta Onsite SWE Prep Guide
𝐋𝐢𝐧𝐤👇:-
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Crack Interview & Get Your Dream Job In Top MNCs
𝐅𝐑𝐄𝐄 𝐂𝐞𝐫𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐂𝐨𝐮𝐫𝐬𝐞𝐬 😍
1) Generative AI
2) Big data artificial intelligence
3 ) Microsoft Al for beginners
4) Prompt Engineering for Chat GPT
𝐋𝐢𝐧𝐤👇 :-
https://pdlink.in/40Fbg9d
Enroll For FREE & Get Certified🎓
1) Generative AI
2) Big data artificial intelligence
3 ) Microsoft Al for beginners
4) Prompt Engineering for Chat GPT
𝐋𝐢𝐧𝐤👇 :-
https://pdlink.in/40Fbg9d
Enroll For FREE & Get Certified🎓
❤1
Struggling with Machine Learning algorithms? 🤖
Then you better stay with me! 🤓
We are going back to the basics to simplify ML algorithms.
... today's turn is Logistic Regression! 👇🏻
1️⃣ 𝗟𝗢𝗚𝗜𝗦𝗧𝗜𝗖 𝗥𝗘𝗚𝗥𝗘𝗦𝗦𝗜𝗢𝗡
It is a binary classification model used to classify our input data into two main categories.
It can be extended to multiple classifications... but today we'll focus on a binary one.
Also known as Simple Logistic Regression.
2️⃣ 𝗛𝗢𝗪 𝗧𝗢 𝗖𝗢𝗠𝗣𝗨𝗧𝗘 𝗜𝗧?
The Sigmoid Function is our mathematical wand, turning numbers into neat probabilities between 0 and 1.
It's what makes Logistic Regression tick, giving us a clear 'probabilistic' picture.
3️⃣ 𝗛𝗢𝗪 𝗧𝗢 𝗗𝗘𝗙𝗜𝗡𝗘 𝗧𝗛𝗘 𝗕𝗘𝗦𝗧 𝗙𝗜𝗧?
For every parametric ML algorithm, we need a LOSS FUNCTION.
It is our map to find our optimal solution or global minimum.
(hoping there is one! 😉)
✚ 𝗕𝗢𝗡𝗨𝗦 - FROM LINEAR TO LOGISTIC REGRESSION
To obtain the sigmoid function, we can derive it from the Linear Regression equation.
Then you better stay with me! 🤓
We are going back to the basics to simplify ML algorithms.
... today's turn is Logistic Regression! 👇🏻
1️⃣ 𝗟𝗢𝗚𝗜𝗦𝗧𝗜𝗖 𝗥𝗘𝗚𝗥𝗘𝗦𝗦𝗜𝗢𝗡
It is a binary classification model used to classify our input data into two main categories.
It can be extended to multiple classifications... but today we'll focus on a binary one.
Also known as Simple Logistic Regression.
2️⃣ 𝗛𝗢𝗪 𝗧𝗢 𝗖𝗢𝗠𝗣𝗨𝗧𝗘 𝗜𝗧?
The Sigmoid Function is our mathematical wand, turning numbers into neat probabilities between 0 and 1.
It's what makes Logistic Regression tick, giving us a clear 'probabilistic' picture.
3️⃣ 𝗛𝗢𝗪 𝗧𝗢 𝗗𝗘𝗙𝗜𝗡𝗘 𝗧𝗛𝗘 𝗕𝗘𝗦𝗧 𝗙𝗜𝗧?
For every parametric ML algorithm, we need a LOSS FUNCTION.
It is our map to find our optimal solution or global minimum.
(hoping there is one! 😉)
✚ 𝗕𝗢𝗡𝗨𝗦 - FROM LINEAR TO LOGISTIC REGRESSION
To obtain the sigmoid function, we can derive it from the Linear Regression equation.
👍3❤1
Understand the power of Data Lakehouse Architecture for 𝗙𝗥𝗘𝗘 here...
🚨𝗢𝗹𝗱 𝘄𝗮𝘆
• Complicated ETL processes for data integration.
• Silos of data storage, separating structured and unstructured data.
• High data storage and management costs in traditional warehouses.
• Limited scalability and delayed access to real-time insights.
✅𝗡𝗲𝘄 𝗪𝗮𝘆
• Streamlined data ingestion and processing with integrated SQL capabilities.
• Unified storage layer accommodating both structured and unstructured data.
• Cost-effective storage by combining benefits of data lakes and warehouses.
• Real-time analytics and high-performance queries with SQL integration.
The shift?
Unified Analytics and Real-Time Insights > Siloed and Delayed Data Processing
Leveraging SQL to manage data in a data lakehouse architecture transforms how businesses handle data.
Data Engineering Interview Preparation Resources: https://whatsapp.com/channel/0029Vaovs0ZKbYMKXvKRYi3C
All the best 👍👍
🚨𝗢𝗹𝗱 𝘄𝗮𝘆
• Complicated ETL processes for data integration.
• Silos of data storage, separating structured and unstructured data.
• High data storage and management costs in traditional warehouses.
• Limited scalability and delayed access to real-time insights.
✅𝗡𝗲𝘄 𝗪𝗮𝘆
• Streamlined data ingestion and processing with integrated SQL capabilities.
• Unified storage layer accommodating both structured and unstructured data.
• Cost-effective storage by combining benefits of data lakes and warehouses.
• Real-time analytics and high-performance queries with SQL integration.
The shift?
Unified Analytics and Real-Time Insights > Siloed and Delayed Data Processing
Leveraging SQL to manage data in a data lakehouse architecture transforms how businesses handle data.
Data Engineering Interview Preparation Resources: https://whatsapp.com/channel/0029Vaovs0ZKbYMKXvKRYi3C
All the best 👍👍
👍1
𝗧𝗼𝗽 𝗙𝗿𝗲𝗲 𝗣𝘆𝘁𝗵𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗳𝗼𝗿 𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀😍
Python is one of the most versatile and in-demand programming languages today.
Whether you’re a beginner or looking to refresh your coding skills, these beginner-friendly courses will guide you step by step.
𝗟𝗲𝗮𝗿𝗻 𝗙𝗼𝗿 𝗙𝗥𝗘𝗘👇:-
https://pdlink.in/4gG4k2q
All The Best 🎉
Python is one of the most versatile and in-demand programming languages today.
Whether you’re a beginner or looking to refresh your coding skills, these beginner-friendly courses will guide you step by step.
𝗟𝗲𝗮𝗿𝗻 𝗙𝗼𝗿 𝗙𝗥𝗘𝗘👇:-
https://pdlink.in/4gG4k2q
All The Best 🎉
𝗦𝗤𝗟 𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 😍
Best Free SQL Courses to Get Started
1) Introduction to Databases and SQL
2) Advanced Database and SQL
3) Learn SQL
4) SQL Tutorial
𝐋𝐢𝐧𝐤 👇:-
https://pdlink.in/3EyjUPt
Enroll For FREE & Get Certified 🎓
Best Free SQL Courses to Get Started
1) Introduction to Databases and SQL
2) Advanced Database and SQL
3) Learn SQL
4) SQL Tutorial
𝐋𝐢𝐧𝐤 👇:-
https://pdlink.in/3EyjUPt
Enroll For FREE & Get Certified 🎓
👍1
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𝗠𝗮𝘀𝘁𝗲𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 𝗳𝗼𝗿 𝗙𝗥𝗘𝗘 𝘄𝗶𝘁𝗵 𝗧𝗵𝗲𝘀𝗲 𝗬𝗼𝘂𝗧𝘂𝗯𝗲 𝗖𝗵𝗮𝗻𝗻𝗲𝗹𝘀 𝗶𝗻 𝟮𝟬𝟮𝟱!😍
If you’re serious about becoming a Data Scientist but don’t know where to start, these YouTube channels will take you from 𝗯𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝘁𝗼 𝗮𝗱𝘃𝗮𝗻𝗰𝗲𝗱—all for FREE!
𝐋𝐢𝐧𝐤👇:-
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Start from scratch, master advanced concepts, and land your dream job in Data Science! 🎯
If you’re serious about becoming a Data Scientist but don’t know where to start, these YouTube channels will take you from 𝗯𝗲𝗴𝗶𝗻𝗻𝗲𝗿 𝘁𝗼 𝗮𝗱𝘃𝗮𝗻𝗰𝗲𝗱—all for FREE!
𝐋𝐢𝐧𝐤👇:-
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Start from scratch, master advanced concepts, and land your dream job in Data Science! 🎯
Here's what the average data engineering interview looks like:
- 1 hour algorithms in Python
Here you will be asked irrelevant questions about dynamic programming, linked lists, and inverting trees
- 1 hour SQL
Here you will be asked niche questions about recursive CTEs that you've used once in your ten year career
- 1 hour data architecture
Here you will be asked about CAP theorem, lambda vs kappa, and a bunch of other things that ChatGPT probably could answer in a heartbeat
- 1 hour behavioral
Here you will be asked about how to play nicely with your coworkers. This is the most relevant interview in my opinion
- 1 hour project deep dive
Here you will be asked to make up a story about something you did or did not do in the past that was a technical marvel
- 4 hour take home assignment
Here you will be asked to build their entire data engineering stack from scratch over a weekend because why hire data engineers when you can submit them to tests?
Data Engineering Interview Preparation Resources: https://whatsapp.com/channel/0029Vaovs0ZKbYMKXvKRYi3C
All the best 👍👍
- 1 hour algorithms in Python
Here you will be asked irrelevant questions about dynamic programming, linked lists, and inverting trees
- 1 hour SQL
Here you will be asked niche questions about recursive CTEs that you've used once in your ten year career
- 1 hour data architecture
Here you will be asked about CAP theorem, lambda vs kappa, and a bunch of other things that ChatGPT probably could answer in a heartbeat
- 1 hour behavioral
Here you will be asked about how to play nicely with your coworkers. This is the most relevant interview in my opinion
- 1 hour project deep dive
Here you will be asked to make up a story about something you did or did not do in the past that was a technical marvel
- 4 hour take home assignment
Here you will be asked to build their entire data engineering stack from scratch over a weekend because why hire data engineers when you can submit them to tests?
Data Engineering Interview Preparation Resources: https://whatsapp.com/channel/0029Vaovs0ZKbYMKXvKRYi3C
All the best 👍👍
❤1