Analiza datelor

Introducere

https://www.comptia.org/content/it-careers-path-roadmap/data-specialist
https://www.youtube.com/watch?v=K0-8G3DgjA4 - How I Would Become a Data Analyst if I had to Start Over in 2024 | 6 Month Plan
What Do You Need to Become a Data Scientist in 2020? — What Do You Need to Become a Data Scientist in 2020?
Data Scientist vs Data Analyst | Which Is Right For You?
https://www.youtube.com/watch?v=U2v76H_B1rs - What Data Science Courses DON'T TEACH YOU

Notebook-uri

https://jupyter.org/ - Jupyter Notebook și JupyterLab
- https://www.kaggle.com/docs/notebooks - Jupyter Notebook găzduit de Kaggle
- https://saturncloud.io/ - Jupyter Notebook găzduit în SaturnCloud
https://colab.research.google.com/ - Google Colab
https://deepnote.com/ - Deepnote
https://zeppelin.apache.org/ - Apache Zeppelin
https://polynote.org/latest/ - Polynote
https://nteract.io/ - nteract
https://jupyterlite.readthedocs.io/en/latest/ - JupyterLite
https://mode.com/notebooks/ - Mode Notebooks
https://datalore.jetbrains.com/ - Jetbarins Datalore
https://nextjournal.com/ - Nextjournal
https://count.co/examples - Count
https://hex.tech/ - Hex
https://observablehq.com/ - Observable

Cursuri

Cursuri pe Kaggle

https://www.kaggle.com/learn/pandas - Pandas
https://www.kaggle.com/learn/data-cleaning - Data Cleaning
https://www.kaggle.com/learn/feature-engineering - Feature Engineering
https://www.kaggle.com/learn/data-visualization - Data Visualization
https://www.kaggle.com/learn/time-series - Time Series
https://www.kaggle.com/learn/geospatial-analysis - Geospatial Analysis

Alte cursuri

Curs de analiza datelor pe Udacity — Curs de analiza datelor pe Udacity
Curs de Data Mining pe KDNuggets — Curs de Data Mining pe KDNuggets
Curs de introducere in Python pe Data Camp — Curs de introducere in Python pe Data Camp
Curs de programare pentru analiza datelor — Curs de programare pentru analiza datelor
Cursuri de analiza datelor pe Allison — Cursuri de analiza datelor pe Allison
Cursuri de analiza datelor pe Class Central — Cursuri de analiza datelor pe Class Central
Cursuri de analiza datelor pe Cognitive Class — Cursuri de analiza datelor pe Cognitive Class
Cursuri de analiza datelor pe Coursera — Cursuri de analiza datelor pe Coursera
Cursuri de analiza datelor pe DataQuest — Cursuri de analiza datelor pe DataQuest
Cursuri de analiza datelor pe edX — Cursuri de analiza datelor pe edX
Cursuri de analiza datelor pe LinkedIn — Cursuri de analiza datelor pe LinkedIn
Cursuri de analiza datelor pe Lynda — Cursuri de analiza datelor pe Lynda
Cursuri de analiza datelor pe Springboard — Cursuri de analiza datelor pe Springboard
https://learn.saylor.org/course/view.php?id=504 - CS250: Python for Data Science
https://www.coursera.org/learn/sql-data-science - Databases and SQL for Data Science with Python, IBM, Coursera
https://www.edx.org/course/sql-for-data-science - SQL for Data Science, IBM, edX
https://www.coursera.org/learn/sql-for-data-science - SQL for Data Science, University of California, Davis, Coursera
https://www.coursera.org/specializations/learn-sql-basics-data-science - Learn SQL Basics for Data Science Specialization, University of California, Davis, Coursera
https://www.dataquest.io/path/data-analyst/?rfsn=5483552.4913b2c
Data Science (freeCodeCamp) — Data Science (freeCodeCamp)
https://www.youtube.com/watch?v=tUTPcFL2R0w - Data Analytics Full Course 2024 | Data Analytics Beginner To Advance Full Course | Simplilearn
Learn Data Science Tutorial - Full Course for Beginners — Learn Data Science Tutorial - Full Course for Beginners (freeCodeCamp)
https://www.freecodecamp.org/learn/data-analysis-with-python/ - Data Analysis with Python
https://www.youtube.com/watch?v=nrXOj8K7Qiw - 🔥 Data Analytics Course 2023 | Data Analytics In 11 Hours | Data Analytics Full Course | Simplilearn
https://www.youtube.com/watch?v=sqDLPxxErJI - 🔥 Data Science Course 2023 | Data Science Full Course for Beginners 2023 | Simplilearn
https://www.youtube.com/watch?v=WYHuZIMolvs - Data Science For Beginners | Learn it 🔴LIVE | What Is Data Science? | Simplilearn
https://www.youtube.com/playlist?list=PLEiEAq2VkUUIEQ7ENKU5Gv0HpRDtOphC6 - 🔥Data Science | Data Science Full Course
https://www.youtube.com/playlist?list=PLtS8Ubq2bIlVN4Zom0O-6rBysJs3wns60 - Google Data Analytics Professional Certificate Complete (8 videos)
https://www.youtube.com/watch?v=r-uOLxNrNk8 - Data Analysis with Python - Full Course for Beginners (Numpy, Pandas, Matplotlib, Seaborn)
https://www.youtube.com/watch?v=vSSmTzFhQ4I - Data Science Python | Data Science Python For Beginners | Data Science Python Project | Simplilearn
https://www.youtube.com/watch?v=LtOy9fj-6-0 - Data Science Full Course 2022 | Data Science For Beginners | Data Science Course | Simplilearn
https://www.youtube.com/watch?v=xvEKQefqQ7A - Data Science Full Course 2022 | Data Science For Beginners | Data Science from Scratch | Simplilearn
https://www.youtube.com/watch?v=GPVsHOlRBBI - Data Analysis with Python Course - Numpy, Pandas, Data Visualization
https://www.youtube.com/watch?v=ua-CiDNNj30 - Learn Data Science Tutorial - Full Course for Beginners
https://www.youtube.com/playlist?list=PLqrmzsjOpq5g-BaQIt5iHaD50KjitMfsx - Data Analysis
https://www.youtube.com/watch?v=87jyeklhTH8 - Data visualization with plotly | Python Plotly Tutorial
https://www.youtube.com/watch?v=jHX0iHh6G1Q - Data Science Full Course for Beginner | Data Science Tutorial
https://www.youtube.com/watch?v=xUJ170KJIfM - Data Science for beginners full course part 1
https://www.youtube.com/watch?v=FSl_YUdXBY0 - Data Science for beginners full course part 2
https://www.youtube.com/watch?v=5X5LWcLtkzg - Learn with the Nerds: Power BI Beginner to Pro
https://www.youtube.com/watch?v=QnGotm29cZE - Full Stack Data Science Roadmap (ft Datalore)
https://www.youtube.com/watch?v=_Eb0utIRdkw - A Gentle Introduction to Pandas Data Analysis (on Kaggle)
https://www.youtube.com/watch?v=R67XuYc9NQ4 - Economic Data Analysis Project with Python Pandas - Data scraping, cleaning and exploration!
https://www.youtube.com/watch?v=KZe0C0Qq4p0 - Data Science Essentials – Crash Course in A/B Testing with Case Study
https://www.youtube.com/watch?v=WXK0u2yXLrU - Web Scraping in Power Automate for Desktop (Full Tutorial)
https://www.youtube.com/watch?v=B89Cf4pLNds - Web Scraping with ChatGPT Code Interpreter is Mind-Blowing!
https://opentechschool.github.io/python-data-intro/core/recap.html
https://lectures.scientific-python.org/
https://bitbucket.org/hrojas/learn-pandas/src/master/
https://www.youtube.com/watch?v=WcDaZ67TVRo - Data Analysis with Python for Excel Users - Full Course
https://www.youtube.com/playlist?list=PL_CkpxkuPiT9jf_2_VfqGvo7RSABeMqcM - How I use... as a Data Analyst
https://www.youtube.com/watch?v=uhyMqbZI6rM - ChatGPT for Data Analytics: Full Course
https://www.youtube.com/playlist?list=PLG3vBTUJlY2FFeL5NBpX385AirnQ9StYz - COS 326 - Data Visualization (Tidy Data; U S Choropleth; Using Observable and Vega-Lite)

Programare R

https://www.kaggle.com/learn-guide/r - R Guide (Kaggle)
https://www.youtube.com/watch?v=_V8eKsto3Ug - R Programming Tutorial - Learn the Basics of Statistical Computing
https://www.youtube.com/watch?v=FY8BISK5DpM - R programming for ABSOLUTE beginners
https://www.youtube.com/watch?v=klxMhulYUQk - R programming for Beginners | R programming for data Science
https://ocw.mit.edu/courses/introduction-to-r-and-gis-fall-2023/ - MIT RES.1-002 Introduction to R and Geographical Information Systems (GIS), Fall 2023

Bootcamp-uri

https://www.youtube.com/watch?v=PSNXoAs2FtQ - Data Analyst Bootcamp for Beginners (SQL, Tableau, Power BI, Python, Excel, Pandas, Projects, more)

Cursuri de specializare/certificare

https://www.youtube.com/watch?v=EJkbSA0LMu8 - Top 5 BEST Data Analyst Certificates
https://www.coursera.org/professional-certificates/microsoft-power-bi-data-analyst - Microsoft Power BI Data Analyst Professional Certificate
https://www.coursera.org/professional-certificates/meta-data-analyst - Meta Data Analyst Professional Certificate
https://www.coursera.org/specializations/data-engineering-foundations - Data Engineering Foundations Specialization, IBM, Coursera
https://www.coursera.org/specializations/introduction-data-science - Introduction to Data Science Specialization, IBM, Coursera
https://www.coursera.org/specializations/advanced-data-science-ibm - Advanced Data Science with IBM Specialization, IBM, Coursera
https://www.coursera.org/specializations/data-analytics-business - Advanced Business Analytics Specialization, University of Colorado, Boulder
https://www.coursera.org/professional-certificates/ibm-data-analyst - IBM Data Analyst Professional Certificate, IBM, Coursera
https://www.coursera.org/professional-certificates/ibm-data-science - IBM Data Science Professional Certificate, IBM, Coursera
https://www.coursera.org/specializations/big-data - Big Data Specialization, UC San Diego, Coursera
https://www.coursera.org/professional-certificates/google-data-analytics - Google Data Analytics Professional Certificate, Google, Coursera
https://www.coursera.org/professional-certificates/gcp-data-engineering - Data Engineering with Google Cloud Professional Certificate, Google, Coursera

Resurse și tutoriale - Analiza datelor, știința datelor, ingineria datelor

Google AI Hub — Google AI Hub
Google Open Refine — Google Open Refine
Resurse educationale de analiza datelor oferite de Data Science Masters — Resurse educationale de analiza datelor oferite de Data Science Masters
https://www.projectpro.io/article/big-data-analytics-projects-for-students-/436 - Top 20 Data Analytics Projects for Students to Practice in 2023
https://www.datacamp.com/tutorial/21-essential-python-tools - 21 Essential Python Tools
https://www.youtube.com/watch?v=ayw72SHkAKY - Top Apps I Use as a Data Analyst
https://www.youtube.com/watch?v=09JnFEdZe2A - The book every Data Analyst should read
https://www.youtube.com/watch?v=0R1LCYpiQsw - Tools you should know as a Data Analyst
https://www.youtube.com/watch?v=tBfIh3VQX2o - How I use Math as a Data Analyst
https://www.youtube.com/watch?v=lw6sPHH7twk - How I use Excel as a Data Analyst
https://www.youtube.com/watch?v=GEBzsz8ZSXs - How I use SQL as a Data Analyst
https://www.youtube.com/watch?v=iNEwkaYmPqY - How I use Python as a Data Analyst
https://www.youtube.com/watch?v=AopGnnPPczY - How I use Machine Learning as a Data Analyst
https://www.youtube.com/watch?v=5Q0gB7imNOo - PROJECTS that landed Data Jobs for my Subscribers
https://www.youtube.com/watch?v=Zcy-ND_4ydQ - Learn PYTHON to be a DATA ANALYST?!? (or is R enough...)
https://www.youtube.com/watch?v=VrdnBxx8BBI - Top Jobs in Data Science
https://www.youtube.com/watch?v=N0o-Bjiwt0M - I Analyzed 1000 Data Science Books on Amazon: Here's What I Found
https://www.youtube.com/watch?v=xi0vhXFPegw - Exploratory Data Analysis with Pandas Python 2023
https://www.youtube.com/watch?v=Ush_KFSKNgg - Certificates vs Degree for Data Analysts (ft. Google Data Analytics Professional Certificate)
https://www.youtube.com/watch?v=jp-Lv_3a2VI - Google vs IBM Data Analyst Certificate - BEST Certificate for Data Analysts
https://www.youtube.com/watch?v=Ss9SvcRORsk - Google’s BI vs. Advanced Data Analytics Certificates

Resurse și tutoriale - Vizualizarea datelor

https://towardsdatascience.com/data-visualization-101-how-to-choose-a-chart-type-9b8830e558d6 - Data Visualization 101: How to Choose a Chart Type
https://neilpatel.com/blog/data-visualization/ - How to Use Data Visualization in Your Content to Increase Readers and Leads
https://rawgraphs.io/ - RawGraphs
https://github.com/nextreports/nextreports - NextReports
https://www.youtube.com/watch?v=ZUeWXNK-9yA - Data Visualization Crash Course | Consulting Best Practices
https://www.youtube.com/watch?v=_8V5o2UHG0E - Data Visualization with D3.js - Full Tutorial Course
https://www.youtube.com/watch?v=2LhoCfjm8R4 - Data Visualization with D3, JavaScript, React - Full Course [2021]

Portofolii de analiza datelor

https://careerfoundry.com/en/blog/data-analytics/data-analytics-portfolio-examples/
https://www.projectpro.io/article/how-to-build-a-data-analyst-portfolio/529
https://www.springboard.com/blog/data-analytics/data-analyst-portfolio/
https://careerkarma.com/blog/data-analyst-portfolio/
https://www.codecademy.com/resources/blog/data-analyst-portfolio/
https://www.kaggle.com/getting-started/170543
https://github.com/nktnlx/data_analysis_portfolio
https://gerinberg.com/
https://tcottrell321.github.io/Data-Analytics-Portfolio/
https://towardsdatascience.com/these-data-science-portfolios-will-awe-and-inspire-you-mid-2020-edition-728e1021f60
https://www.youtube.com/watch?v=qfyynHBFOsM - Data Analyst Portfolio Project | SQL Data Exploration | Project 1/4
https://www.youtube.com/watch?v=QILNlRvJlfQ - Data Analyst Portfolio Project | Tableau Visualization | Project 2/4
https://www.youtube.com/watch?v=8rO7ztF4NtU - Data Analyst Portfolio Project | Data Cleaning in SQL | Project 3/4
https://www.youtube.com/watch?v=iPYVYBtUTyE - Data Analyst Portfolio Project | Correlation in Python | Project 4/4

Proiecte de analiza datelor

https://www.youtube.com/watch?v=m9nzK1SNY3I - DS Projects: 4c Hourly Energy Data Time Series Analysis
https://www.youtube.com/watch?v=jdGJWloo-OU - End-to-End Data Analysis Project 2024 | SQL & Power BI | Beginner Friendly

Expresii regulate

Tutorial rapid expresii regulate — Tutorial rapid expresii regulate
https://www.youtube.com/watch?v=rhzKDrUiJVk - Learn Regular Expressions In 20 Minutes
Expresii regulate, referință scurtă C# — Expresii regulate, referință scurtă C#
Expresii regulate, tutorial MSDN, #1 — Expresii regulate, tutorial MSDN, #1
Expresii regulate, tutorial MSDN, #2 — Expresii regulate, tutorial MSDN, #2
Expresii regulate, tutorial MSDN, #3 — Expresii regulate, tutorial MSDN, #3
Expresii regulate, tutorial TutorialsPoint.com — Expresii regulate, tutorial TutorialsPoint.com
Expresii regulate, varianta C# — Expresii regulate, varianta C#
Tester pentru expresii regulate — Tester pentru expresii regulate
Exemplu de aplicație cu expresii regulate
https://www.youtube.com/watch?v=K8L6KVGG-7o - Python Tutorial: re Module - How to Write and Match Regular Expressions (Regex)

Unelte pentru BI

Miscrosoft Power BI - https://powerbi.microsoft.com/en-us/ și Microsoft Power BI Desktop - https://powerbi.microsoft.com/en-us/desktop/
Google Data Studio - https://datastudio.google.com
Tableau - https://www.tableau.com/
Oracle Analytics Desktop - https://www.oracle.com/solutions/business-analytics/analytics-desktop/oracle-analytics-desktop.html

Business Intelligence (BI)

Resurse pentru BI

Fișiere de date pentru analiza datelor in Excel și BI — Fișiere de date pentru analiza datelor in Excel și BI
modul_07.pdf — Manual vechi de Tehnologii Informaționale. Conține elemente de BI cu Excel.

Data analytics

https://www.youtube.com/watch?v=UARBitWTIwQ - Data Analytics Using Python And SQL 2022 | Data Analytics Full Course For Beginners | Simplilearn
https://www.youtube.com/watch?v=A1JN_UN3mYE - Data Analyst Full Course 2021 | Data Analyst Skills Required | Data Analytics Lecture | Simplilearn
https://www.youtube.com/watch?v=CaqJ65CIoMw - Data Analytics Full Course 2022 | Data Analytics For Beginners | Data Analytics Course | Simplilearn
https://www.youtube.com/watch?v=Nenf9VGnbVo - Business Analytics Full Crash Course!
Business Analytics for Data-Driven Decision Making — Business Analytics for Data-Driven Decision Making
Business Analytics Specialization — Business Analytics Specialization
Business intelligence and data analytics: Generate insights — Business intelligence and data analytics: Generate insights
Strategic Business Analytics Specialization — Strategic Business Analytics Specialization
https://www.youtube.com/watch?v=jempH0qPQn8 - Advanced Data Analytics,Google | Data Analytics

Business Intelligence general

Business Intelligence and Knowledge Management Systems — Business Intelligence and Knowledge Management Systems
Design and Build a Data Warehouse for Business Intelligence Implementation — Design and Build a Data Warehouse for Business Intelligence Implementation
IBM Data Science Professional Certificate — IBM Data Science Professional Certificate
https://www.youtube.com/watch?v=axgNfM55dw8 - Power BI vs Tableau - Best BI Tool

Google Looker Studio (fostul Google Data Studio)

Google DataStudio — Google DataStudio
Introduction to Data Studio — Introduction to Data Studio

Tableau

https://www.youtube.com/playlist?list=PL_CkpxkuPiT_sRLeU_5JSArjc0P1lGU2_ - Tableau Dashboard Tutorial
https://www.youtube.com/watch?v=1pHYKdyRvrw - Full Data Analysis Portfolio Exercise (SQL, Excel, Tableau)

Microsoft Power BI

Curs online de Microsoft Power BI — Curs online de Microsoft Power BI
Power BI Blog — Power BI Blog
Power BI Tutorial — Power BI Tutorial
Analyze & Visualize Data with Power BI — Analyze & Visualize Data with Power BI
Analyzing and Visualizing Data with Power BI — Analyzing and Visualizing Data with Power BI
Analyzing and Visualizing Data with Power BI — Analyzing and Visualizing Data with Power BI
Introduction to Power BI – FREE Online course — Introduction to Power BI – FREE Online course
Learn Power BI Basics for Free — Learn Power BI Basics for Free
Microsoft Power BI Guided Learning — Microsoft Power BI Guided Learning
Next generation dashboards with PowerBI — Next generation dashboards with PowerBI
Power BI Full Course - Learn Power BI in 4 Hours | Power BI Tutorial for Beginners | Edureka — Power BI Full Course - Learn Power BI in 4 Hours | Power BI Tutorial for Beginners | Edureka
https://www.youtube.com/watch?v=i3CSD7bMMbg - Power BI Beginner Tutorial
https://www.youtube.com/playlist?list=PLv2BtOtLblH13vCbf99BptWWk-EWx7QQG - Getting Started with Power BI
https://www.youtube.com/watch?v=TmhQCQr_DCA - How to use Microsoft Power BI - Tutorial for Beginners
https://www.youtube.com/playlist?list=PL1N57mwBHtN0tyk_tTM3t4XR5SPh4cJO1 - Getting Started with Power BI
https://www.youtube.com/playlist?list=PLv2BtOtLblH1MeszgdYlnbNHDKGCMD-P7 - Building datasets and reports in Power BI Desktop
https://www.youtube.com/playlist?list=PL1N57mwBHtN0ufit2dISWvcOAIetKcstk - Dashboards/Reports and Design
https://www.youtube.com/playlist?list=PL1N57mwBHtN2d7N5KXdmTIL6LSrzeilUh - Advanced Analytics
https://www.youtube.com/playlist?list=PL1N57mwBHtN1icIhpjQOaRL8r9G-wytpT - Power BI Paginated Reports in a Day
https://www.youtube.com/playlist?list=PLv2BtOtLblH1DC4XPMeuCFzQp_-EBu1iG - Get started with Power BI Paginated Reports
https://www.youtube.com/playlist?list=PL1N57mwBHtN1AGWHnJMhtvJCIG_IlC07D - Power BI Developer in a Day
https://www.youtube.com/watch?v=c7LrqSxjJQQ - Power BI Tutorial For Beginners | Create Your First Dashboard Now (Practice Files included)
https://www.youtube.com/watch?v=0hiPTTReXTs - Power BI End to End Project || Power BI Sales Data Analysis || MS Power BI Project for Beginners
https://www.youtube.com/watch?v=GpP0EbSMRpg - How To Create these useful Power Bi Visuals that Excel Lacks
https://www.youtube.com/playlist?list=PLv2BtOtLblH2Rm9trJPuxmN8Kr8WFv7O0 - Embed Power BI

Modelarea datelor pentru Power BI

https://www.youtube.com/watch?v=islhUWaCiJ0 - Data modelling 101 with Power BI | Community Webinars
https://www.youtube.com/watch?v=MrLnibFTtbA - Data Modeling for Power BI [Full Course] 📊
https://www.youtube.com/watch?v=1Z_f6jkjprM - Data Modelling In Power BI | Types Of Data Modelling In Power BI | Power BI | Simplilearn
https://www.youtube.com/playlist?list=PL1N57mwBHtN2NhxTvyO6TquHuZOMh4BMq - Data Prep and Modeling
https://www.youtube.com/playlist?list=PLDz00l_jz6zyfWLZIu8psvTESmKuVDUoG - Data Modeling in Power BI
https://www.youtube.com/playlist?list=PLv2BtOtLblH0cQ7rWV2SVLGoplKdy0LtD - Learn all about Power BI Aggregations
https://www.youtube.com/playlist?list=PLv2BtOtLblH3Zz07fWYWit-nAV6et0LSX - Power BI Data modeling best practices

Design pentru Power BI

https://www.youtube.com/watch?v=Lfzu74XDyco - Upgrade Your REPORT DESIGN in Power BI | Complete Walkthrough From A to Z
https://www.youtube.com/watch?v=pKkav_W-jiQ - Want a BEAUTIFUL Power BI Report? Start here!
https://www.youtube.com/watch?v=7ZPcXCfW-GM - Power BI timelapse | Dashboard building using Figma

Proiecte de BI în Excel și Power BI

https://www.youtube.com/watch?v=CGgXHsD19Ek - Sales Dashboard in Power BI | Power BI Dashboard
https://www.youtube.com/watch?v=MTlQvyNQ3PM - 📊 How to Build Excel Interactive Dashboards

Seturi de date pentru BI și alte tipuri de analize

Analiza datelor cu Excel

Formula Bot: https://formulabot.com/

Analiza datelor "live"

https://grafana.com/ - Grafana Dashboard
https://prometheus.io/ - Prometheus
https://learn.microsoft.com/en-us/dotnet/aspire/fundamentals/dashboard/overview - Aspire Dashboard
https://www.datadoghq.com/ - Datadog
https://www.elastic.co/kibana - Kibana
https://graphiteapp.org/ - Graphite
https://github.com/Freeboard/freeboard - Freeboard
https://redash.io/ - Redash

Analiza datelor cu AI

https://www.youtube.com/watch?v=WSkcsrFCCXM - How I use ChatGPT as a Data Analyst
https://www.youtube.com/watch?v=9AXP7tCI9PI - Using ChatGPT with YOUR OWN Data. This is magical. (LangChain OpenAI API)