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๐Ÿ“… Day 7 โ€“ LLMOps
๐Ÿ“Š Integrated model monitoring with Prometheus + Grafana
๐Ÿšจ Tracked latency, token usage, failures
๐Ÿ” Real-time dashboards = transparency + control
๐Ÿ’ก Observability is crucial for production LLMs

#LLMOps #MLOps #LangChain #Observability #AIInfra #XavierDataTech

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PySpark: Read CSV like a pro

df = spark.read.csv("data.csv", header=True, inferSchema=True)
df.show(3)

โœ… Auto schema
โœ… Header as columns
โœ… Ready to transform

Small win, big impact.
#PySpark #DataEngineer #BigData #xavierdatatech

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Python + SQL = the perfect ingestion combo:

Python handles unstructured data, APIs, automation.

SQL offers power for joins, filters, and persistence.

Use this hybrid workflow to feed Spark, BI dashboards, or even LangChain apps.

#PythonForData #SQLTips #XavierDataTech #ModernDataStack #BigData

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๐Ÿš€ Unlocking Big Data Potential with PySpark!
Key Features:
๐Ÿ”น Spark SQL
๐Ÿ”น Spark MLlib
๐Ÿ”น Spark Streaming
๐Ÿ”น DataFrame API

#PySpark #BigData #DataScience #ApacheSpark #MachineLearning #DataEngineering #XavierDataTech

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Microsoft Purview secures & governs your data with:
โœ… Security โ€“ Loss & insider risk protection
โœ… Governance โ€“ Unified catalog & curation
โœ… Compliance โ€“ Lifecycle & regulatory control

#MicrosoftPurview #DataSecurity #Compliance #Microsoft365 #CyberSecurity #DataStrategy #XavierDataTech

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Top 8 Data Visualization Libraries

#Python
#PySpark #SQL #BigData #Databricks #BusinessIntelligence #DataEngineering #PowerBI #DataAnalytics #SparkSQL #XavierDataTech

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๐Ÿš€ Working with PySpark SQL? Here's a quick and powerful example!

You can query DataFrames using SQL syntax in Spark โ€” great for teams coming from SQL backgrounds.

#PySpark #BigData #SparkSQL #DataEngineering #ETL #ApacheSpark #SQL #DataScience #XavierDataTech

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Supported chart types: scatter, line, bar, area, pie, histogram, box, and KDE โ€” optimized for Spark performance with smart sampling.

#PySpark #BigData #AI #DataVisualization #Spark40 #DataScience #MLOps #XavierDataTech #Databricks

databricks.com/blog/pyspark-nโ€ฆ

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Preview
Google I/O 2025 Don't miss Google I/O, featuring product launches, innovations, and insights. Tune in for the live keynotes and sessions.

Google Cloud boost:
Oracle DB now native.
BigQuery + Gemini = smarter AI.
AlloyDB adds vector search.
Data just leveled up.
#GoogleCloudโ€ฏโ€ฏโ€ฏ #AI #XavierDataTech #MachineLearning #DataEngineering #GenAI #MLOps #DataMesh #ModernDataStack

io.google/2025/

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Microsoft Build 2025:
Copilot becomes an AI agent.
Azure AI gets 1,900+ models.
GitHub Copilot levels up.
Data + Devs = Power.
#MSBuild #AI #MicrosoftBuild #MachineLearning #DataEngineering #GenAI #MLOps #ModernDataStack` #XavierDataTech

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