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DataTech
India
Приєднався 3 тра 2020
To guide the aspiring candidates in the right direction to give the necessary momentum so as to achieve and serve the nation.
rahul.inchal
rahul.inchal
4.1 EDA Hands on || Loan Approval Prediction || Rahul Inchal
#datascience #dataanalysis #project
Chapter 1. What is Data Analysis?
ua-cam.com/video/NTaVK-Jgovk/v-deo.html
Chapter 2. Project overview
ua-cam.com/video/UoSHo2__ITU/v-deo.html
Chapter 3. Exploratory Data Analysis
ua-cam.com/video/B1UX9JT-Cuo/v-deo.html
Exploratory Data Analysis (EDA) is an approach in data analysis that emphasises visualising and summarising the main characteristics of a dataset, often with the help of graphical representations. It is a critical step in the data analysis process, used to understand the underlying structure of the data, identify patterns, spot anomalies, and test hypotheses before applying more complex statistical models.
### Key Components of EDA
1. Descriptive Statistics:
- Measures of Central Tendency: Mean, median, mode.
- Measures of Dispersion: Range, variance, standard deviation, interquartile range (IQR).
2. Data Visualisation:
- Univariate Analysis: Histograms, box plots, and bar charts to understand the distribution of individual variables.
- Bivariate Analysis: Scatter plots, line charts, and bar plots to explore relationships between two variables.
- Multivariate Analysis: Heat maps, pair plots, and 3D scatter plots to examine relationships among three or more variables.
3. Data Cleaning:
- Identifying and handling missing values.
- Detecting and treating outliers.
- Ensuring data consistency.
4. Pattern Recognition:
- Identifying trends and cycles.
- Recognising correlations and interactions between variables.
### Goals of EDA
- Uncovering Underlying Structure: Understanding how the data is organised and structured.
- Extracting Important Variables: Identifying the most significant variables for further analysis.
- Detecting Outliers and Anomalies: Spotting unusual data points that may affect the analysis.
- Testing Assumptions: Validating assumptions required for further statistical modelling.
- Generating Hypotheses: Developing hypotheses that can be tested with statistical methods.
### Techniques and Tools
- Graphical Techniques: Histograms, box plots, scatter plots, bar charts, pie charts, and density plots.
- Quantitative Techniques: Summary statistics, correlation coefficients, and cross-tabulations.
- Software and Libraries: R (ggplot2, dplyr), Python (pandas, matplotlib, seaborn), SAS, SPSS.
### Example Workflow of EDA
1. Data Collection: Gather data from various sources.
2. Data Cleaning: Handle missing values, correct errors, and ensure consistency.
3. Initial Visualisation: Create initial plots to get a sense of the data distribution and relationships.
4. Detailed Analysis: Use more specific plots and statistical measures to delve deeper into the data characteristics.
5. Reporting: Summarise findings in a report or dashboard, highlighting key insights and any hypotheses generated.
EDA is an iterative process that requires a good understanding of both the data and the context in which the data was collected. It is fundamental for making informed decisions about which statistical techniques to apply and for ensuring the validity of the conclusions drawn from the data.
Chapter 1. What is Data Analysis?
ua-cam.com/video/NTaVK-Jgovk/v-deo.html
Chapter 2. Project overview
ua-cam.com/video/UoSHo2__ITU/v-deo.html
Chapter 3. Exploratory Data Analysis
ua-cam.com/video/B1UX9JT-Cuo/v-deo.html
Exploratory Data Analysis (EDA) is an approach in data analysis that emphasises visualising and summarising the main characteristics of a dataset, often with the help of graphical representations. It is a critical step in the data analysis process, used to understand the underlying structure of the data, identify patterns, spot anomalies, and test hypotheses before applying more complex statistical models.
### Key Components of EDA
1. Descriptive Statistics:
- Measures of Central Tendency: Mean, median, mode.
- Measures of Dispersion: Range, variance, standard deviation, interquartile range (IQR).
2. Data Visualisation:
- Univariate Analysis: Histograms, box plots, and bar charts to understand the distribution of individual variables.
- Bivariate Analysis: Scatter plots, line charts, and bar plots to explore relationships between two variables.
- Multivariate Analysis: Heat maps, pair plots, and 3D scatter plots to examine relationships among three or more variables.
3. Data Cleaning:
- Identifying and handling missing values.
- Detecting and treating outliers.
- Ensuring data consistency.
4. Pattern Recognition:
- Identifying trends and cycles.
- Recognising correlations and interactions between variables.
### Goals of EDA
- Uncovering Underlying Structure: Understanding how the data is organised and structured.
- Extracting Important Variables: Identifying the most significant variables for further analysis.
- Detecting Outliers and Anomalies: Spotting unusual data points that may affect the analysis.
- Testing Assumptions: Validating assumptions required for further statistical modelling.
- Generating Hypotheses: Developing hypotheses that can be tested with statistical methods.
### Techniques and Tools
- Graphical Techniques: Histograms, box plots, scatter plots, bar charts, pie charts, and density plots.
- Quantitative Techniques: Summary statistics, correlation coefficients, and cross-tabulations.
- Software and Libraries: R (ggplot2, dplyr), Python (pandas, matplotlib, seaborn), SAS, SPSS.
### Example Workflow of EDA
1. Data Collection: Gather data from various sources.
2. Data Cleaning: Handle missing values, correct errors, and ensure consistency.
3. Initial Visualisation: Create initial plots to get a sense of the data distribution and relationships.
4. Detailed Analysis: Use more specific plots and statistical measures to delve deeper into the data characteristics.
5. Reporting: Summarise findings in a report or dashboard, highlighting key insights and any hypotheses generated.
EDA is an iterative process that requires a good understanding of both the data and the context in which the data was collected. It is fundamental for making informed decisions about which statistical techniques to apply and for ensuring the validity of the conclusions drawn from the data.
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Відео
3. Exploratory Data Analysis || Rahul Inchal
Переглядів 555 місяців тому
#datascience #dataanalysis #project Chapter 1. Exploratory Data Analysis (EDA) is an approach in data analysis that emphasises visualising and summarising the main characteristics of a dataset, often with the help of graphical representations. It is a critical step in the data analysis process, used to understand the underlying structure of the data, identify patterns, spot anomalies, and test ...
Chapter 2. Project overview || Rahul Inchal
Переглядів 355 місяців тому
#dataanalysis #datascience #project Chapter 1. 1. What is Data Analysis? ua-cam.com/video/NTaVK-Jgovk/v-deo.html Problem Statement: LOANS are the major requirement of the modern world. By this only, Banks get a major part of the total profit. It is beneficial for students to manage their education and living expenses, and for people to buy any kind of luxury like houses, cars, etc. But when it ...
Chapter 1. What is Data Analysis?
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#dataanalysis #datavisualization #datascience Ever wondered what all that data means? Data analysis is the key to unlocking the secrets hidden within! In this video, we'll dive into the world of data analysis and explore: What it is and why it's important The steps involved in turning raw data into insights How data analysis is used in different fields Examples of data analysis in action So, wh...
PG and Flats near MIT WPU Pune || Rahul Inchal
Переглядів 5 тис.6 місяців тому
WhatsApp link : chat.whatsapp.com/G2rpHdFh7NH68FUefSRrir
Waiting Result after applying for MSc Data Science in MIT WPU Pune || Rahul Inchal
Переглядів 7796 місяців тому
#results #mitwpu College Hunt Playlist ua-cam.com/play/PLR6melUNRr3fAE4WnxvXL27J9Dlp_P5lN.html MIT WPU CBT and Interview Experience for MSc Data Science and Big Data Analytics ua-cam.com/video/Xe_L5yfT3yI/v-deo.html Admission Process of MIT WPU || MSc Data Science and Big Data Analytics || Rahul Inchal ua-cam.com/video/4F_Vmor5J9o/v-deo.html College Hunt Playlist ua-cam.com/play/PLR6melUNRr3fAE...
How to make Impressive Resume for Data Scientist role | Resume Worded | Google Docx | Rahul Inchal
Переглядів 2176 місяців тому
#resume #cv #resumeworded #datascience Crafting the Perfect Data Scientist Resume | Step-by-Step Guide. Welcome to DataTech! Are you aspiring to land that dream job as a Data Scientist? Crafting a standout resume is your first step towards making it happen. In this comprehensive guide, we walk you through the process of creating an impressive resume using Google Docs. Whether you're a seasoned ...
Stock Price Prediction using Time Series Analysis for Bharathi Airtel stocks || Rahul Inchal
Переглядів 1807 місяців тому
Excited to have build a model for Stock price Prediction using Time Series Analysis for Bharathi Airtel with the past 10 years of data. In this video, i have tried to explain the Steps of the process. I have used Simple Sequential model for the same. You access the project in the GitHub link below lnkd.in/d2Hs-Jeu Please Leave a comment with your suggestion if you guys have any. #timeseriesanal...
Placement at MIT WPU 2024 || Rahul Inchal
Переглядів 2 тис.7 місяців тому
#placement #mitwpu Placement in my college is vague. I have my Seniors who are getting placed and you can get in touch with them via linkedIn. MIT WPU CBT and Interview Experience for MSc Data Science and Big Data Analytics ua-cam.com/video/Xe_L5yfT3yI/v-deo.html Admission Process of MIT WPU || MSc Data Science and Big Data Analytics || Rahul Inchal ua-cam.com/video/4F_Vmor5J9o/v-deo.html Colle...
Seoul Bike Count Prediction | Beginner | How to improve accuracy? | Rahul Inchal | #machinelearning
Переглядів 1328 місяців тому
#machinelearning #linearregression #decisiontree #randomforests #accuracy Hello there, I'm Rahul Inchal, In this video, i have tried to build model and improve the accuracy using different techniques. these are the techniques i have used in the video to make sure the model is build perfectly and there should be no sign of overfitting and underfitting. Time Codes 0:00 - Intro 5:54 - Date time Co...
Admission in MIT WPU || Rahul Inchal
Переглядів 5458 місяців тому
#datascience #bestcolleges #mitwpu MIT WPU CBT and Interview Experience for MSc Data Science and Big Data Analytics ua-cam.com/video/Xe_L5yfT3yI/v-deo.html Admission Process of MIT WPU || MSc Data Science and Big Data Analytics || Rahul Inchal ua-cam.com/video/4F_Vmor5J9o/v-deo.html College Hunt Playlist ua-cam.com/play/PLR6melUNRr3fAE4WnxvXL27J9Dlp_P5lN.html Data Science Course Scam exposed @E...
PG Diploma in AI/ML in MIT WPU, BSc Physics on can Pursue MSc Data Science ? || Rahul Inchal
Переглядів 6109 місяців тому
#datascience #bestcolleges #mitwpu MIT WPU CBT and Interview Experience for MSc Data Science and Big Data Analytics ua-cam.com/video/Xe_L5yfT3yI/v-deo.html Admission Process of MIT WPU || MSc Data Science and Big Data Analytics || Rahul Inchal ua-cam.com/video/4F_Vmor5J9o/v-deo.html College Hunt Playlist ua-cam.com/play/PLR6melUNRr3fAE4WnxvXL27J9Dlp_P5lN.html Data Science Course Scam exposed @E...
Everything to know about MIT WPU Pune Admission Process || Exam, Stay, Curriculum || Rahul Inchal
Переглядів 7 тис.9 місяців тому
#datascience #bestcolleges #mitwpu MIT WPU CBT and Interview Experience for MSc Data Science and Big Data Analytics ua-cam.com/video/Xe_L5yfT3yI/v-deo.html Admission Process of MIT WPU || MSc Data Science and Big Data Analytics || Rahul Inchal ua-cam.com/video/4F_Vmor5J9o/v-deo.html College Hunt Playlist ua-cam.com/play/PLR6melUNRr3fAE4WnxvXL27J9Dlp_P5lN.html Data Science Course Scam exposed @E...
Best Colleges For Master in Data Science 2024 || Rahul Inchal
Переглядів 14 тис.10 місяців тому
#datascience #bestcolleges College Hunt Playlist ua-cam.com/play/PLR6melUNRr3fAE4WnxvXL27J9Dlp_P5lN.html Data Science Course Scam exposed @Ekeeda ua-cam.com/video/C5xn1CsC2lM/v-deo.html Christ University MP and PI Experience for MSc Data Science Central Campus 2023 || Rahul Inchal ua-cam.com/video/rZ-OlKEPUVc/v-deo.html Christ University MP and PI Experience for MSc Data Science Yeshwanthpur Ca...
Best therapy is to ride || Rahul Inchal
Переглядів 6910 місяців тому
#motovog #bike #relief Embarking on a thrilling journey fueled by the passion for motorcycles, I, a dedicated motorcycle enthusiast, take you on an exhilarating motovlog adventure. Join me as I ride through scenic landscapes and twisty roads, capturing the essence of the open road and the freedom that comes with it. This motovlog isn't just about the ride; it's a celebration of the motorcycle l...
🥰 First day Of my College 🥳 || MIT-WPU || MSc Data Science and Big Data Analytics || Rahul Inchal
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🥰 First day Of my College 🥳 || MIT-WPU || MSc Data Science and Big Data Analytics || Rahul Inchal
Apple MacBook Air M1 review after 1 Month 🤩 || 4K || Rahul Inchal
Переглядів 161Рік тому
Apple MacBook Air M1 review after 1 Month 🤩 || 4K || Rahul Inchal
Why did I chose @MITWorldPeaceUniversity for my Masters || Rahul Inchal
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Why did I chose @MITWorldPeaceUniversity for my Masters || Rahul Inchal
Reasons why you shouldn't join Christ University || Rahul Inchal
Переглядів 682Рік тому
Reasons why you shouldn't join Christ University || Rahul Inchal
MIT WPU CBT and Interview Experience for MSc Data Science and Big Data Analytics
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MIT WPU CBT and Interview Experience for MSc Data Science and Big Data Analytics
Admission Process of MIT WPU || MSc Data Science and Big Data Analytics || Rahul Inchal
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Admission Process of MIT WPU || MSc Data Science and Big Data Analytics || Rahul Inchal
Why I did not opt for Christ University Pune Lavasa for MSc Data Science || Rahul Inchal
Переглядів 2,9 тис.Рік тому
Why I did not opt for Christ University Pune Lavasa for MSc Data Science || Rahul Inchal
Christ University MP and PI Experience || Central Campus 2023 || Round 3 || Rahul Inchal
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Christ University MP and PI Experience || Central Campus 2023 || Round 3 || Rahul Inchal
Christ University MP and PI Experience for MSc Data Science Yeshwanthpur Campus 2023 || Rahul Inchal
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Christ University MP and PI Experience for MSc Data Science Yeshwanthpur Campus 2023 || Rahul Inchal
Christ University MP and PI Experience for MSc Data Science Central Campus 2023 || Rahul Inchal
Переглядів 2,8 тис.Рік тому
Christ University MP and PI Experience for MSc Data Science Central Campus 2023 || Rahul Inchal
Best Job Guarantee Course for Data Science || Rahul Inchal || DataTech
Переглядів 514Рік тому
Best Job Guarantee Course for Data Science || Rahul Inchal || DataTech
Portfolio project || EDA on Airbnb NYC 2019
Переглядів 552Рік тому
Portfolio project || EDA on Airbnb NYC 2019
Portfolio project || EDA on Telecom Churn Analysis
Переглядів 490Рік тому
Portfolio project || EDA on Telecom Churn Analysis
Portfolio project || EDA on Play Store App Review
Переглядів 350Рік тому
Portfolio project || EDA on Play Store App Review
Data science Course Scam exposed @Ekeeda
Переглядів 3,6 тис.Рік тому
Data science Course Scam exposed @Ekeeda
Is Lucent gk sufficient for cds preparation
Ofcourse not
Hi. Can I know from where did you get this dataset?
How is it for Msc Cs I have completed my BE from Sinhgad, can I do Msc cs in MIT
FRAUD hai....mera 60k waste ho gya..
Mujhe cet mit mai bba ke liye dena h kya syllabus hoga i mean kiss type ke questions??
I want to take admission in mit wpu for mca science. Fees is almost 2 lakhs . Do mit allows multiple installments (atleast 3) . And how much we have to pay at the time of admission????? Do reply
Sir mca placements kaisi hai yaha bht confusion hai isme admission lu ya nhi?
Hey, my boyfriend is currently attending the afsb in Mysore. His mother n I are worried as in navy he used to get time to call using landline. Does IAF not provide that ??
Chill itna kuch nahi hota . I'm in MIT. Maine to kuch padha bhinahi tha and cheating bhi nahi ki thi tab bhi pass ho gayi thi
Mit or fergusson which one is better for msc data science?
Fergusson for sure
Walker Barbara Rodriguez Daniel Moore Helen
Ask experience of students who Studied in lavasa before taking admission there
Christ university is not good as the media says.
What is the exam date for mit wpu cet ???
Jackson Charles Thomas Barbara Young Dorothy
Dude u attended Cloudstrats ai interview interview as on 5 sept,2024😅
@@abhisan729 were u there ?
@@DataTech1537 yes, and here's the weird part, that's the day utube recommended me your channel.🤯
Hi what are the college timings for MSC Data Science and big data analytics
It changes according to sem. ours is from 2 - 6 in the aftenoon
Bhai afsb total kitna marks ke hai
Same bro, I am also conferance out 😢 But still trying for ssb And schedule and rules are very strict, because I was also in that board 😂 Khana pina best hota hai Baki sab chutiya hai😂😅 Phone bhi nahi dete yaar Aur call karane ke liye 1rs/minute lete hai bsdk😂
Hi my son msc data science whis best college Iam in Hyderabad
Which area will be better for flat which will be responsible with maid n all ?
Ive my bike
I got 91 marks in mit entrance exam, still it shows rejected status on result!!😢
Where did you check for result
@@svanplays8021on the official website of mitwpu
Can you tell me if commerce with maths students takes admission or not in data analytics
Davv university kesi h for msc data science
Waats aap not working
Can anyone tell me about chemistry department how is that
Meri kl exam h entrance test mca ki mit ki 😂😢 mow what i do😢 i don't understand
I had a question regarding MSc DSBDA do they have uniform?
Yes they do have uniform
Sir I want to take admission in MCA data science in Bangalore can you suggest me some college/ University
I want to do a BSC in data science I applied for the entrance exam of BSC but my English basic is not as great please help me bro
Hey bro did you gave the exam??
I had given on 3 july, but results are not declared
@@vikrantkoli8486 bro paper ahaye majha youdha
Bhai kya likha hain nahi samja me
Thank you for this video. What are the fees at these colleges?
Hey bro actually I'm also from defence background and im also thinking about to taking admission there, i heard that hostel of MIT WPU is worst can you please tell me your POV.
I have already discussed my POV in the video i made about hostel and PG. Please watch that.
What is the passing marks for MIT WPU college for BSC computer science??
Bro I am also trying for bsc computer science, u had given exam or not?
Bhaiya mujhe msc statistics krna hai. Christ University ke bare me kuch information chahiye tha
no one is accepting the request on WhatsApp
Which one is good...MIT WPU OR MIT ADT
hi bro i also want to do BA LLB from christ university pune is it good for me ????? mere pass uske alava aur 2 option he 1 is christ acedamy of law bengaluru and 2 is balaji univesity of law pune aapko ky lagta hai muje konsa choose karna cahiyee aur ek hai MIT WPU but uski fees high he aur LLB ke liye utna acha nahi he shyad ??? apko ky lagta hai please help me...
Bro how's the placement scenario for MSc Statistics in MIT-WPU! Can u just give a glimpse or hint?
I also wanna know that
I am done with my interview and cbt man so when can i expect the results ?
@Shiwali-12371 yarr questions like introduction, extracurricular activities, biology related questions, carrier, future aaise type ke the , I can't explain all here , it's difficult to explain
No one is accepting the request on WhatsApp...
Sir is vishwakarma and dy patil pimpri good for msc data science related to placement ?
I need a girs sharing flat near mit I mean for two girls is it available now?
Same here.....I will be shifting within 15 days
Please text me in instagram or linkedin. Ill share you some contacts.
Hey can we connect ? Me too searching for a pg ..I will be shifting within 6 days
Hi@@khushiprasad kya aapko pg mil gaya,? Muze bhi chahiye
Hi@@khushiprasad kya aapko pg mil gaya,? Muze bhi chahiye
Payment kaise kare 1 lakh 15 thousands
link aaya hoga aapko mail pe.
Please, sir guide me
Bhai mere 110 score hai and application hold par hai, what to expect sir
What about Christ University for Msc Data Science?
Sir EWS+ defence MHT CET score is 93.41% mit wpu Kothrud CSE Milega kya
Hello is 106 a bad mark ,cos I got rejected
THis time the cut off was too much i think.
Is English language is compulsory?? All conversation in english or what ?
For ?? Classes happen only in english. rest everywhere it would be ur choice