#Simpl Data Interoperability

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data interoperability

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#Simpl Data Interoperability Reel by @life.by.elliot - 1. QUALIFY + ROW_NUMBER() Lets you rank rows and filter results in the same query - perfect for grabbing the most recent or top record without subquer
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@life.by.elliot
1. QUALIFY + ROW_NUMBER() Lets you rank rows and filter results in the same query — perfect for grabbing the most recent or top record without subqueries. 2. LAG / LEAD Used to look at the previous or next row — great for comparing changes over time (day-over-day, month-over-month). 3. CTE (WITH clause) Creates a temporary, named query so you can break complex SQL into clean, readable steps. #data #analyst #dayinthelife #dadlife #sql
#Simpl Data Interoperability Reel by @priyal.py - 1. Customer Churn Prediction -Business Aspect: Retain customers, reduce churn rate, increase CLV (Customer Lifetime Value). -Tech Used: Python, Scikit
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@priyal.py
1. Customer Churn Prediction -Business Aspect: Retain customers, reduce churn rate, increase CLV (Customer Lifetime Value). -Tech Used: Python, Scikit-learn, XGBoost, Pandas, SQL, Flask/FastAPI (deployment), AWS Sagemaker / GCP AI Platform, Power BI/Tableau (dashboards). 2. Dynamic Pricing System -Business Aspect: Optimize product/service pricing for revenue maximization. -Tech Used: Python, TensorFlow/PyTorch, Scikit-learn, Airflow (pipeline), PostgreSQL, Docker, Kubernetes, Streamlit dashboard. 3. Fraud Detection in Transactions -Business Aspect: Reduce financial loss and risk in banking/fintech. -Tech Used: Python, PyTorch/LightGBM, Kafka (real-time streaming), Spark MLlib, AWS Kinesis, Flask API, Grafana monitoring. 4. Demand Forecasting for Retail -Business Aspect: Inventory optimization, supply chain efficiency. -Tech Used: Python, Prophet/ARIMA/LSTM, Pandas, SQL, Airflow, GCP BigQuery, Looker/Tableau for visualization. 5. Personalized Recommendation System -Business Aspect: Boost sales, engagement, and cross-selling. -Tech Used: Python, PyTorch/TensorFlow, Scikit-learn, Neo4j (graph-based recsys), Redis (caching), Flask/FastAPI, AWS Lambda. 6. Predictive Maintenance for Manufacturing -Business Aspect: Reduce downtime and maintenance costs. -Tech Used: Python, Scikit-learn, PyTorch (time-series modeling), IoT data ingestion with Kafka, Spark, Azure ML, Grafana. 7. Credit Risk Scoring -Business Aspect: Approve/deny loans more effectively, reduce default risk. -Tech Used: Python, Scikit-learn, XGBoost, SHAP (explainability), SQL, Airflow, Flask API, Streamlit dashboard. 8. Marketing Campaign Response Prediction -Business Aspect: Optimize ad spend, improve conversion rates. -Tech Used: Python, Scikit-learn, LightGBM, AWS Redshift, Airflow, Power BI/Tableau. #datascience #machinelearning #womeninstem #learningtogether #progresseveryday #tech #consistency
#Simpl Data Interoperability Reel by @inside.code - Prim's algorithm visualized! #algorithms #programming #computerscience
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@inside.code
Prim's algorithm visualized! #algorithms #programming #computerscience
#Simpl Data Interoperability Reel by @xabatz (verified account) - ¿PowerPoint ha muerto? 👀 Smallppt usa inteligencia artificial para crear presentaciones completas en minutos. Escribes el tema, eliges el estilo y li
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@xabatz
¿PowerPoint ha muerto? 👀 Smallppt usa inteligencia artificial para crear presentaciones completas en minutos. Escribes el tema, eliges el estilo y listo. Sin diseño, sin perder horas, sin estrés. Si haces presentaciones para estudiar, trabajar o vender ideas, esto te va a volar la cabeza 🤯 🎁 Descuento exclusivo: 👉 https://smallppt.com?code=XABIER20 (No olvides escribir XABIER20 manualmente) #Smallppt #ia #aitool #tech #aipowerpoint #inteligenciaartificial #productividad
#Simpl Data Interoperability Reel by @data_pumpkin - In my first years as a data scientist, I wasted hours on broken SQL, slow pandas scripts, messy Flask deployments, and "works on my machine" chaos. T
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@data_pumpkin
In my first years as a data scientist, I wasted hours on broken SQL, slow pandas scripts, messy Flask deployments, and “works on my machine” chaos. These 4 tools fixed that: • dbt → modular, documented SQL transformations • Polars → faster, cleaner alternative to pandas • FastAPI → quick, reliable model deployment • Docker → consistent environments, no more deployment nightmares If you’re just starting out, learning these early will save you months of frustration.
#Simpl Data Interoperability Reel by @jessramosdata (verified account) - How I built this data analytics project that uses LLMs to interpret multimodal data (KPI images)! ↳ Pulled the KPI images from a PDF ↳ Connected to
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@jessramosdata
How I built this data analytics project that uses LLMs to interpret multimodal data (KPI images)! ↳ Pulled the KPI images from a PDF ↳ Connected to OpenAI’s GPT-4 nano ↳ Input prompt & images into LLM ↳ Wrote the results to a report PDF (and I did it without any code too 😉) I used @knimesoftware to put together all the steps visually and create this analysis! It’s free and open source, so you can do it too! KNIME owns the entire data analytics pipeline and makes it really easy to follow the logic from raw data to final output. And it has so many data connections so you can pull data from spreadsheets, databases, APIs, cloud services, and more! Try KNIME today! #data #dataanalytics #knime #project #ai
#Simpl Data Interoperability Reel by @mili.codes (verified account) - How to showcase API data in 3D from your code ✨🔥 🌱 with @splinetool you can show real-time changes in 3D for your website! 😮 there's also ways to
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@mili.codes
How to showcase API data in 3D from your code ✨🔥 🌱 with @splinetool you can show real-time changes in 3D for your website! 😮 there’s also ways to add events and customize it as you prefer! 🔥 did you find this helpful? Let me know in the comments :) happy coding! - - - #developers #softwaredeveloper #api #3d #explore #codinglife #reactjs #javascript #programmers #webdevelopers #fyp
#Simpl Data Interoperability Reel by @shakra.shamim (verified account) - Data Analytics interviews does not require complex Python Programming knowledge. I have created a PDF which contains required Python syllabus and free
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@shakra.shamim
Data Analytics interviews does not require complex Python Programming knowledge. I have created a PDF which contains required Python syllabus and free resources to learn. Please comment “Python” to get the PDF directly to your DM !! #python #coding #programming #2025 #tech #datascience #dataanalytics
#Simpl Data Interoperability Reel by @codeandcrush - 🐍 Top 15 Python Libraries Every Data Analyst Must Know 📊 If you are starting your Data Analytics journey, the right Python libraries can save you h
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@codeandcrush
🐍 Top 15 Python Libraries Every Data Analyst Must Know 📊 If you are starting your Data Analytics journey, the right Python libraries can save you hours of effort and make your projects 10x more powerful. 🚀 Here’s a quick breakdown of the must-know libraries: ✅ Pandas → Data cleaning & manipulation ✅ NumPy → Fast numerical computing ✅ Matplotlib & Seaborn → Stunning visualizations ✅ Plotly → Interactive dashboards ✅ Scikit-learn → Easy machine learning ✅ Statsmodels & SciPy → Statistical analysis ✅ TensorFlow / PyTorch → Advanced AI & analytics ✅ OpenPyXL, Dask, BeautifulSoup, NLTK, SQLAlchemy → Excel automation, big data, web scraping, text analytics, and databases! 💡 Whether you’re preparing for a job, building projects, or just learning, these libraries are the backbone of Data Analytics. 👉 Save this reel for quick reference 🔖 👉 Share it with your data friends 🔄 👉 Follow @codeandcrush for more daily Data Analytics tips, tricks & career hacks 🚀 #python #dataanalytics #pythonlibraries #datascience #machinelearning #sql #powerbi #dataanalyst #learnpython #learnandgrow #careergoals #instagram #pythonprogramming #reelsi̇nstagram #trendings
#Simpl Data Interoperability Reel by @_the_datalab - Not all data is useful. Real analysts filter first, analyze later. With NumPy Boolean Indexing you can select only what matters ⚡ Cleaner data → bet
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@_the_datalab
Not all data is useful. Real analysts filter first, analyze later. With NumPy Boolean Indexing you can select only what matters ⚡ Cleaner data → better insights → faster results NumPy in 30s — Part 7 🚀 #python #datascience #codinglife #analytics #tech machinelearning programmer learnpython
#Simpl Data Interoperability Reel by @the.datascience.gal (verified account) - 5 Algorithms you must know as a data scientist 👩‍💻 🧑‍💻 1. Dimensionality Reduction - PCA, t-SNE, LDA 2. Regression models - Linesr regression, Ke
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@the.datascience.gal
5 Algorithms you must know as a data scientist 👩‍💻 🧑‍💻 1. Dimensionality Reduction - PCA, t-SNE, LDA 2. Regression models - Linesr regression, Kernel-based regression models, Lasso Regression, Ridge regression, Elastic-net regression 3. Classification models - Binary classification- Logistic regression, SVM - Multiclass classification- One versus one, one versus many - Multilabel classification 4. Clustering models - K Means clustering, Hierarchical clustering, DBSCAN, BIRCH models 5. Decision tree based models - CART model, ensemble models(XGBoost, LightGBM, CatBoost) #ai #datascientist #interviews

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