#Unstructured Data

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#Unstructured Data Reel by @jessramosdata (verified account) - Comment "project" for my full video that breaks each of these projects down in detail with examples from my own work.

If you're using the Titanic, Ir
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@jessramosdata
Comment “project” for my full video that breaks each of these projects down in detail with examples from my own work. If you’re using the Titanic, Iris, or COVID-19 dataset for data analytics projects, STOP NOW! These are so boring and over used and scream “newbie”. You can find way more interesting datasets for FREE on public data sites and you can even make your own using ChatGPT or Claude! Here are the 3 types of projects you need: ↳Exploratory Data Analysis (EDA): Exploring a dataset to uncover insights through descriptive statistics (averages, ranges, distributions) and data visualization, including analyzing relationships between variables ↳Full Stack Data Analytics Project: An end-to-end project that covers the entire data pipeline: wrangling data from a database, cleaning and transforming it. It demonstrates proficiency across multiple tools, not just one. ↳Funnel Analysis: Tracking users or items move from point A to point B, and how many make it through each step in between. This demonstrates a deeper level of business thinking by analyzing the process from beginning to end and providing actionable recommendations to improve it Save this video for later + send to a data friend!
#Unstructured Data Reel by @chrisoh.zip - The best projects serve a real use case

Comment "data" for all the links and project descriptions

#tech #data #datascience #ml #explore
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@chrisoh.zip
The best projects serve a real use case Comment “data” for all the links and project descriptions #tech #data #datascience #ml #explore
#Unstructured Data Reel by @marytheanalyst - I won't be mad if you copy this entire roadmap…

#dataanalyst #dataanalysis #dataanalytics #data #analyst #techjobs #breakintotech #wfh #workfromhome
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@marytheanalyst
I won’t be mad if you copy this entire roadmap… #dataanalyst #dataanalysis #dataanalytics #data #analyst #techjobs #breakintotech #wfh #workfromhome #wfhjobs #remotejobs #remotework #excel #sql #tableau #python
#Unstructured Data Reel by @priyal.py - 1. Netflix Show Clustering
Group similar shows using K-Means based on genre, rating, and duration.
Tech Stack: Python, Pandas, Scikit-learn, Seaborn
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@priyal.py
1. Netflix Show Clustering Group similar shows using K-Means based on genre, rating, and duration. Tech Stack: Python, Pandas, Scikit-learn, Seaborn 2. Spotify Audio Feature Analyzer Analyze songs by tempo, energy and danceability using Spotify API. Tech Stack: Python, Spotipy, Matplotlib, Plotly 3. YouTube Trending Video Analyzer Discover what makes a video go viral. Tech Stack: Python, Pandas, BeautifulSoup, Seaborn 4. Resume Scanner using NLP Parse and rank resumes based on job description matching. Tech Stack: Python, SpaCy, NLTK, Streamlit 5. Crypto Price Predictor Predict BTC/ETH prices using historical data. Tech Stack: Python, LSTM (Keras), Pandas, Matplotlib 6. Instagram Hashtag Recommender Suggest hashtags based on image captions or niche. Tech Stack: Python, NLP, TF-IDF, Cosine Similarity 7. Reddit Sentiment Tracker Analyze community sentiment on hot topics using Reddit API. Tech Stack: Python, PRAW, VADER, Plotly 8. AI Job Postings Dashboard Scrape and visualize job trends by tech stack and location. Tech Stack: Python, Selenium/BeautifulSoup, Streamlit 9. Airbnb Price Estimator Predict listing prices based on location and amenities. Tech Stack: Python, Scikit-learn, Pandas, XGBoost 10. Food Calorie Image Classifier Estimate calories from food images using CNNs. Tech Stack: Python, TensorFlow/Keras, OpenCV Each project can be completed in 1-2 weekends. #datascience #machinelearning #womeninstem #learningtogether #progresseveryday #tech #consistency #projects
#Unstructured Data Reel by @reverelia (verified account) - Create aesthetic data visualizations 
Bar charts, heatmaps, many more all in minutes.
Perfect for reports, projects, dashboards, and content.
→ go her
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@reverelia
Create aesthetic data visualizations 
Bar charts, heatmaps, many more all in minutes.
Perfect for reports, projects, dashboards, and content.
→ go here flourish.studio
 Follow @reverelia for more data tools, productivity hacks, and useful websites. What makes data less boring?
#Unstructured Data Reel by @pirknn (verified account) - Comment "LINK" to get links!

🚀 Want to learn Data Structures and Algorithms in a way that actually sticks? This mini roadmap helps you go from confu
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@pirknn
Comment “LINK” to get links! 🚀 Want to learn Data Structures and Algorithms in a way that actually sticks? This mini roadmap helps you go from confused beginner to solving problems confidently with the right mental models. 🎓 DSA Visualizer Perfect first step if you get lost in theory. You can visually understand how stacks, queues, trees, heaps, and sorting actually move step by step. Great for building intuition before you grind LeetCode. 📘 VisuAlgo DSA Now level up your understanding with interactive animations and explanations for classic algorithms and data structures. This is amazing for topics like BFS, DFS, shortest paths, hashing, heaps, segment trees, and complexity intuition. 💻 USFCA CS Lectures Time to learn the real foundations. These university style notes and visuals help you understand data structures, recursion, runtime analysis, and algorithm design patterns properly so you are not just memorizing solutions. 💡 With these DSA resources you will: Understand core data structures with visual intuition Learn common algorithm patterns for interviews Improve problem solving for LeetCode and coding assessments Build a strong base for system design and backend engineering If you are serious about software engineering interviews, competitive programming, or becoming a stronger developer, mastering DSA is one of the highest ROI skills. 📌 Save this post so you do not lose the roadmap. 💬 Comment “LINK” and I will send you all the links. 👉 Follow for more content on DSA, coding interviews, and software engineering.
#Unstructured Data Reel by @brendenvogt - Take data from any website 😲

I wanted to take the entire YCombinator startup directory and analyze it using various tools including LLMs and I could
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@brendenvogt
Take data from any website 😲 I wanted to take the entire YCombinator startup directory and analyze it using various tools including LLMs and I couldnt find a way to download or export it until I remembered... Im a Web Developer! I know a few tricks up my sleeve. It was actually super easy because the browser calls for all the data in a single request. No authentication or pagination required. EASY #software #hacks #tipsandtricks #webdevelopment #technology #howto
#Unstructured Data Reel by @izana.art - How & why I collected 7 years worth of data about my productivity! 

#graphicdesign #data #datavisualization #bookdesign #productivity  #paperengineer
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@izana.art
How & why I collected 7 years worth of data about my productivity! #graphicdesign #data #datavisualization #bookdesign #productivity #paperengineering #datacollection
#Unstructured Data Reel by @loresowhat (verified account) - Everyone says "learn statistics" but nobody shows you how it works in actual SQL queries 📊

Here's the exact statistical pipeline I run on every tran
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@loresowhat
Everyone says “learn statistics” but nobody shows you how it works in actual SQL queries 📊 Here’s the exact statistical pipeline I run on every transaction dataset: Descriptive stats (mean, median, mode, standard deviation, variance). Percentiles and quartiles (25th, 50th, 75th, 90th to understand distribution). IQR method for outlier detection (Q1 minus 1.5×IQR, Q3 plus 1.5×IQR). Correlation analysis (Pearson coefficient between transaction amount and customer age). Frequency distribution with bins (use case statements to group ranges). Z scores for anomaly detection (flag transactions that are X standard deviations from mean). This is how you actually apply statistics in SQL, not just theory from a textbook. Comment “CODE” for the full script. Save this before your next analysis 🎯 #SQLStatistics #StatisticsForDataAnalysis #AdvancedSQL #DataAnalyticsTutorial
#Unstructured Data Reel by @designteamofone - data 🤝 art @the.pudding 

instead of just throwing numbers at you, it makes you *feel* the data. this is data storytelling at its finest

#datavisual
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@designteamofone
data 🤝 art @the.pudding instead of just throwing numbers at you, it makes you *feel* the data. this is data storytelling at its finest #datavisualization #storytelling #designskills #visualization #rabbithole #data
#Unstructured Data Reel by @bradiusbirdius - Naval breaks down why AI isn't some genius idea machine, but rather an incredibly powerful translator. It doesn't invent - it refines. It takes garbag
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@bradiusbirdius
Naval breaks down why AI isn’t some genius idea machine, but rather an incredibly powerful translator. It doesn’t invent — it refines. It takes garbage or unstructured data and turns it into structured, usable output. Essentially, it becomes the communication layer between humans and machines. Worth a watch if you’re curious about the real utility of AI beyond the hype. #NavalRavikant #ChrisWilliamson #AI #ArtificialIntelligence #MachineLearning #DataTransformation #TechPhilosophy #AIInsights #UnstructuredData #StructuredData #CommunicationLayer #FutureOfTech
#Unstructured Data Reel by @pi.campus.school - Unstructured data is everywhere - from compliance reports to scientific documents - but extracting insights shouldn't be manual or messy.

In this vid
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@pi.campus.school
Unstructured data is everywhere - from compliance reports to scientific documents - but extracting insights shouldn't be manual or messy. In this video, hear from Vijayasri Iyer, our Machine Learning Scientist, as she introduces hashtag#Trallie - an open-source framework developed by Pi School under the NGI Search initiative that transforms unstructured data into valuable information using the power of large-scale language models. Designed to be flexible, annotation-light and multilingual, Trallie adapts to your data, not the other way around. Backed by the NGI - The Next Generation Internet Consortium under the European Commission, Trallie is a step towards a more human-centric and intelligent internet. 👉 Watch the video and explore the full article by tapping the link in the bio. #UnstructuredData #AI #LLM #Innovation #MachineLearning hashtag#NGI hashtag#DigitalTransformation #TechForGood #ai #opensource #machinelearning #largelanguagemodels

✨ #Unstructured Data Discovery Guide

Instagram hosts 5K posts under #Unstructured Data, creating one of the platform's most vibrant visual ecosystems. This massive collection represents trending moments, creative expressions, and global conversations happening right now.

The massive #Unstructured Data collection on Instagram features today's most engaging videos. Content from @priyal.py, @marytheanalyst and @pirknn and other creative producers has reached 5K posts globally. Filter and watch the freshest #Unstructured Data reels instantly.

What's trending in #Unstructured Data? The most watched Reels videos and viral content are featured above. Explore the gallery to discover creative storytelling, popular moments, and content that's capturing millions of views worldwide.

Popular Categories

📹 Video Trends: Discover the latest Reels and viral videos

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🌟 Featured Creators: @priyal.py, @marytheanalyst, @pirknn and others leading the community

FAQs About #Unstructured Data

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Content Performance Insights

Analysis of 12 reels

🔥 Highly Competitive

💡 Top performing posts average 1.5M views (2.7x above average). High competition - quality and timing are critical.

Focus on peak engagement hours (typically 11 AM-1 PM, 7-9 PM) and trending formats

Content Creation Tips & Strategy

🔥 #Unstructured Data shows high engagement potential - post strategically at peak times

📹 High-quality vertical videos (9:16) perform best for #Unstructured Data - use good lighting and clear audio

✨ Many verified creators are active (33%) - study their content style for inspiration

✍️ Detailed captions with story work well - average caption length is 680 characters

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Explore Unstructured Data#datas#datae#dataing#unstructured data analytics#structured and unstructured data examples#unstructured data deep learning#unstructured data examples#unstructured to structured data