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optimization

86 tutorials found

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performance ai calculus mathematics linear algebra probability llm large language models transformers nlp caching cost optimization sql snowflake react

Math(11)

Calculus Optimization

Convex Optimization

Gradient Descent

Stochastic Gradient Descent & Adaptive Optimizers

Newton's Method

Constrained Optimization

Linear Programming

Quadratic Programming

Metaheuristic Optimization

Hyperparameter Optimization

Applications in Deep Learning

LLM(9)

LLM Inference Optimization

KV Cache Optimization

Inference Optimization

DPO and Preference Optimization

Quantization Techniques Deep Dive

Pruning for LLMs

Low-Rank Factorization

Model Merging and Fusion

Model Compression Pipeline

LLM Optimization for Mobile

aws-data-engineering(4)

AWS Data Cost Optimization: S3, Redshift & Glue

AWS Data Engineering

S3 Performance Optimization for Data Engineers

AWS Data EngineeringPremium

AWS Cost Optimization for Data Engineering

AWS Data EngineeringPremium

AWS Performance Optimization for Data Engineering

AWS Data EngineeringPremium

gcp-data-engineering(4)

Data Warehouse: BigQuery, Partitioning, Clustering & Optimization

GCP Data Engineering

Cost Optimization: Flat-Rate, Autoscale & Slots

GCP Data Engineering

BigQuery Optimization: Partitioning, Clustering & Slot Management

GCP Data Engineering

Cost Optimization Interview Q&A: 25 Essential Questions

GCP Data Engineering

Generative AI(4)

Quantization

Inference Optimization

Edge AI Deployment

LLM Caching

Next.js(4)

SEO Optimization

Image Optimization

Next.js Performance

Font Optimization

Next.js Performance

Performance Optimization

Next.js Performance

Snowflake(4)

Optimization Techniques: Clustering, Search Optimization & Materialized Views

Snowflake Caching and Performance

Snowflake Cost Management

Snowflake Query History and Performance Monitoring

azure-data-engineering(3)

Cost Optimization: Serverless, Auto-Pause & Reserved

Azure Data EngineeringPremium

Databricks Spark: Photon, Adaptive Query Execution & Optimization

Azure Data EngineeringPremium

Cost Optimization Interview Q&A

Azure Data EngineeringPremium

dbt(3)

Performance Tuning

dbt with Snowflake

dbt with Redshift

pyspark-interview-premium(3)

Topic: Join Strategies and Optimization

PySpark AdvancedPremium

Topic: Catalyst Optimizer and Query Optimization

PySpark AdvancedPremium

Topic: File Formats and Storage Optimization

PySpark AdvancedPremium

Python(3)

I/O Optimization

Python Performance — Profiling & Optimization

Python Advanced

Performance Optimization

Python Performance

cloud-architecture-premium(2)

Cloud Cost Optimization: Reserved, Spot, Right-Sizing

Cloud ArchitecturePremium

Cloud Cost Optimization

Cloud ArchitecturePremium

data-science-premium(2)

Bayesian Optimization for Hyperparameters

Optimization & Linear Programming

data-scientist-interview-premium(2)

Funnel Analysis: Conversion Optimization, Drop-off Investigation

Data Scientist Role InterviewPremium

SQL Live Coding: Complex Queries, Optimization, Real-time Problem

Data Scientist Role InterviewPremium

Deep Learning(2)

Backpropagation Algorithm — Forward Pass, Backward Pass and Computational Graphs

Optimizers for Deep Learning — SGD, Adam, AdamW and Learning Rate Schedules

snowflake-interview-premium(2)

Topic: Query Optimization & Clustering

Snowflake AdvancedPremium

Topic: Pricing Model & Cost Optimization

Snowflake AdvancedPremium

spark-interview-premium(2)

Shuffle Optimization: AQS, Broadcast Joins, Skew Handling

Apache SparkPremium

Shuffle Optimization

Apache SparkPremium

SQL(2)

Query Performance

SQL Performance

EXPLAIN and ANALYZE

sql-advanced-premium(2)

Query Optimization: Cost Model, Statistics, Histograms

Advanced SQLPremium

Query Optimization Deep Dive — Execution Plans, Index Strategy & Performance Tuning

Advanced SQLPremium

AI Agents(1)

Agent Cost Monitoring: Token Tracking, Budget Alerts & Optimization

Airflow(1)

Performance Tuning in Apache Airflow

Computer Vision(1)

Visual SLAM

Computer Vision

Data Engineering(1)

Performance Optimization: Tuning Data Pipelines and Queries

Module 4: Advanced DE & Career

de-interview-premium(1)

Cloud Data Platform Cost Optimization Strategies

Data EngineeringPremium

ds-interview-premium(1)

SQL: Window Functions, CTEs, Joins, Optimization

Data Science Interview PremiumPremium

iit-jee(1)

Constrained Optimization

Kafka(1)

Kafka Performance Tuning

Machine Learning(1)

Training Deep Networks — Optimization, Regularization and Best Practices

ml-interview-premium(1)

Support Vector Machines: Kernel Trick & Margin Optimization

Machine LearningPremium

ml-system-design-premium(1)

Dynamic Pricing / Price Optimization System

ML System DesignPremium

mlops-premium(1)

ML Cost Optimization

PySpark(1)

PySpark Joins Optimization: Types, Broadcast, and Shuffle Joins

python-interview-premium(1)

Performance Optimization in Python

Python InterviewPremium

React(1)

Performance Optimization

React Performance

sql-interview-premium(1)

Topic: Query Optimization with EXPLAIN/ANALYZE for FAANG Interviews

SQL AdvancedPremium

Sustainable AI(1)

Model Compression Toolkit: Pruning, Quantization & Distillation

System Design(1)

Cost Optimization