📅 Day 7 – LLMOps
📊 Integrated model monitoring with Prometheus + Grafana
🚨 Tracked latency, token usage, failures
🔁 Real-time dashboards = transparency + control
💡 Observability is crucial for production LLMs
#LLMOps #MLOps #LangChain #Observability #AIInfra #XavierDataTech
PySpark: Read CSV like a pro
df = spark.read.csv("data.csv", header=True, inferSchema=True)
df.show(3)
✅ Auto schema
✅ Header as columns
✅ Ready to transform
Small win, big impact.
#PySpark #DataEngineer #BigData #xavierdatatech
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
🚀 Unlocking Big Data Potential with PySpark!
Key Features:
🔹 Spark SQL
🔹 Spark MLlib
🔹 Spark Streaming
🔹 DataFrame API
#PySpark #BigData #DataScience #ApacheSpark #MachineLearning #DataEngineering #XavierDataTech
Microsoft Purview secures & governs your data with:
✅ Security – Loss & insider risk protection
✅ Governance – Unified catalog & curation
✅ Compliance – Lifecycle & regulatory control
#MicrosoftPurview #DataSecurity #Compliance #Microsoft365 #CyberSecurity #DataStrategy #XavierDataTech
Top 8 Data Visualization Libraries
#Python
#PySpark #SQL #BigData #Databricks #BusinessIntelligence #DataEngineering #PowerBI #DataAnalytics #SparkSQL #XavierDataTech
🚀 Working with PySpark SQL? Here's a quick and powerful example!
You can query DataFrames using SQL syntax in Spark — great for teams coming from SQL backgrounds.
#PySpark #BigData #SparkSQL #DataEngineering #ETL #ApacheSpark #SQL #DataScience #XavierDataTech
Supported chart types: scatter, line, bar, area, pie, histogram, box, and KDE — optimized for Spark performance with smart sampling.
#PySpark #BigData #AI #DataVisualization #Spark40 #DataScience #MLOps #XavierDataTech #Databricks
databricks.com/blog/pyspark-n…
Google Cloud boost:
Oracle DB now native.
BigQuery + Gemini = smarter AI.
AlloyDB adds vector search.
Data just leveled up.
#GoogleCloud #AI #XavierDataTech #MachineLearning #DataEngineering #GenAI #MLOps #DataMesh #ModernDataStack
io.google/2025/
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
