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#Feature Engineering

Showing: 161 courses
Valerio Velardo - The Sound of AI

AI, Machine Learning and Deep Learning

1 rewiews
Explore AI, machine learning, and deep learning concepts, including supervised, unsupervised, and reinforcement learning paradigms. Learn when to use traditional ML or deep neural networks for audio applications.
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20 Lesons
31 minutes
On-Demand
Free-Video

Tabular Data

0 rewiews
Learn machine learning techniques for tabular data, including model evaluation, feature engineering, tree-based models, hyperparameter tuning, and neural networks using AWS SageMaker.
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17 Lesons
4 hours 30 minutes
On-Demand
Free-Video
MLOps.community

Building Data Infrastructure at Scale for AI/ML with Open Data Lakehouses

0 rewiews
Explore how data lakehouse architecture with Apache Hudi supports real-world predictive ML and vector-based AI use cases in this 30-minute keynote by Vinoth Chandar, creator of Apache Hudi. Learn about ingesting data with minute-level freshness, providin…
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps.community

Data Engineering for Streamlining the Data Science Developer Experience - DE4AI

0 rewiews
Explore the challenges and solutions in data engineering for optimizing the data science developer experience in this 12-minute talk by Aishwarya Joshi from Chime. Discover how to enable efficient feature engineering and deployment for low-latency infere…
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1 Lesons
12 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Quick Deploy Model Serving in Ranking Systems

0 rewiews
Discover how to streamline model deployment in ranking systems using ElasticSearch plugins and MLeap bundles for efficient, error-free updates and seamless integration with existing infrastructure.
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1 Lesons
32 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Essential Workshop to Exploratory Data Analysis and Feature Engineering

0 rewiews
Explore and preprocess data, analyze correlations and distributions, engineer features, and train ML models using a Google Play Store dataset. Improve model accuracy and efficiency.
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1 Lesons
3 hours 10 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Avoid ML OOps with ML Ops - A Modular Approach to Scaling End-to-End ML Platforms

0 rewiews
Discover a step-by-step approach to building a scalable ML infrastructure. Learn to identify key areas for improvement, implement modular components, and enhance your end-to-end ML lifecycle for efficient, automated operations.
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1 Lesons
51 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains

0 rewiews
Explore how anti-fraud MLOps practices can simplify architectures, enhance observability, and boost agility across various ML domains.
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1 Lesons
29 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

How to Design and Build Resilient Machine Learning Systems

0 rewiews
Explore strategies for building resilient ML systems that gracefully handle real-world challenges. Learn to detect, mitigate, and overcome production-specific risks across various domains.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Feature Engineering Made Simple

0 rewiews
Master feature engineering techniques to streamline your machine learning workflow. Explore systematic approaches using Anovos, an open-source library for efficient data processing and model building.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

UnionML: A Microframework for Building Machine Learning Applications

0 rewiews
Explore UnionML, a microframework simplifying ML application development. Learn to streamline the process from research to production, addressing common challenges in the ML lifecycle.
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1 Lesons
27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Building Real-Time ML Features with a Feature Platform

0 rewiews
Explore challenges in deploying ML pipelines and learn how feature stores and platforms solve data problems for production ML, enabling real-time processing and scaling.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

The Critical Things You Have to Build to Transform Your Company to be ML Driven

0 rewiews
Discover key components for transforming your company into an ML-driven organization. Learn strategies for overcoming challenges in the machine learning development lifecycle and deploying models effectively.
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1 Lesons
39 minutes
On-Demand
Free-Video

NLP in Python - Natural Language Processing

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NLP is a field concerned with the ability of a computer to understand, analyze, manipulate and potentially generate human language.In this course we study about NLP and use the NLP toolkit or NLTK in Python.
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22 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Great Learning

Multivariate Time Series Forecasting in R - Data Analytics with R - Data Science

0 rewiews
Learn multivariate time series forecasting in R, covering fundamentals, modeling techniques, feature engineering, and practical implementation through a hands-on demo.
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6 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Great Learning

Feature Engineering

0 rewiews
Learn to optimize machine learning models through feature engineering techniques, from basic concepts to practical Python demonstrations, enhancing your data science skills.
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12 Lesons
1 hour 27 minutes
On-Demand
Free-Video

EDA and Feature Engineering Playlist

0 rewiews
Hands-on sessions exploring data analysis and feature engineering using real-world datasets, covering Zomato, Black Friday sales, flight prices, and automated EDA techniques.
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5 Lesons
5 hours
On-Demand
Free-Video

Feature Engineering

0 rewiews
Learn essential feature engineering techniques for data preprocessing, including encoding, scaling, handling missing values, and addressing imbalanced datasets to improve machine learning model performance.
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16 Lesons
13 hours
On-Demand
Free-Video

Machine Learning Pipelines

0 rewiews
Explore advanced house price prediction through data analysis, feature engineering, and selection techniques for improved model accuracy.
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5 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Exploratory Data Analysis

0 rewiews
Learn advanced techniques for exploratory data analysis and feature engineering in house price prediction, including automated visualization tools and efficient EDA libraries.
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15 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Microsoft

Introduction to Regression Models by Using R and Tidymodels

0 rewiews
Explore regression models using R and tidymodels to predict numeric values. Learn when to use regression, train models, and evaluate performance through hands-on bike rental prediction.
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8 Lesons
1 hour 36 minutes
On-Demand
Free-Video

Machine Learning Tutorial Python - Machine Learning for Beginners

0 rewiews
Comprehensive tutorial covering machine learning basics, algorithms, and projects using Python libraries. Includes deep learning, neural networks, and advanced topics for beginners to intermediate learners.
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87 Lesons
1 day 1 hour
On-Demand
Free-Video
Amazon Web Services

Amazon SageMaker Technical Deep Dive Series

0 rewiews
Comprehensive deep dive into Amazon SageMaker, covering notebook instances, algorithms, custom models, training, deployment, tuning, and advanced features for efficient machine learning workflows.
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16 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Data Science Dojo

Finding the Tallest Tree - Comparing Tree-Based Models

0 rewiews
Explore various tree-based models in R, comparing decision trees, random forests, and boosted trees. Learn about different packages, their implementation, and evaluate models based on user-friendliness, accuracy, and speed.
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18 Lesons
1 hour 16 minutes
On-Demand
Free-Video
TensorFlow

TensorFlow Extended - Machine Learning Pipelines and Model Understanding

0 rewiews
Explore TFX for building production-ready ML pipelines. Learn data processing, model analysis, and versioning techniques for large datasets, enhancing your machine learning workflow.
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40 Lesons
38 minutes
On-Demand
Free-Video
Brandon Rohrer

How Data Science Works

0 rewiews
Explore the fundamentals of data science, from data acquisition to machine learning, with practical insights and best practices for effective analysis and decision-making.
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18 Lesons
1 hour
On-Demand
Free-Video
Brandon Rohrer

How Data Science Works

0 rewiews
Explore the fundamentals of data science through plain English explanations, covering key concepts like feature engineering, machine learning, and deep learning without technical jargon.
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15 Lesons
50 minutes
On-Demand
Free-Video
CodeWithHarry

End-to-End Python Machine Learning Project - Real Estate Price Prediction

0 rewiews
Comprehensive Hindi tutorial on building a real estate price prediction model using Python. Covers data analysis, preprocessing, model creation, and evaluation for practical machine learning application.
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1 Lesons
3 hours 6 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Neo4J GDS: Machine Learning Feature Engineering in Spanish

0 rewiews
Aprende a realizar ingeniería de características y preprocesamiento de datos con Neo4J y la librería GDS para ciencia de datos y aprendizaje automático.
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1 Lesons
40 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Rapids Machine Learning Training y Feature Engineering en tu GPU con CuML y CuDF

0 rewiews
Acelera el entrenamiento de modelos y la ingeniería de características utilizando GPU con CuML y CuDF para optimizar tus flujos de trabajo de aprendizaje automático.
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1 Lesons
47 minutes
On-Demand
Free-Video
The ASF

Analysis and Application of New Features in Flink ML 2.2.0

0 rewiews
Explore Flink ML 2.2.0's new features, including online inference, feature engineering, and real-time log clustering applications in Alibaba's infrastructure.
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1 Lesons
26 minutes
On-Demand
Free-Video
CdoGEO of Kazan Federal University

Введение в машинное обучение - Часть V

0 rewiews
Изучите основы машинного обучения, включая ключевые концепции и методы, для развития навыков в этой перспективной области информационных технологий.
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1 Lesons
2 hours 56 minutes
On-Demand
Free-Video
IEEE

Activation Analysis of a Byte-Based Deep Neural Network for Malware Classification

0 rewiews
Explores deep learning models for malware classification, analyzing learned features from byte-level to end-to-end, connecting activations to binary semantics, and examining impacts of training data and regularization.
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16 Lesons
28 minutes
On-Demand
Free-Video
IEEE

Identifying Ubiquitous Third Party Libraries in Compiled Executables Using Annotated and Translated

0 rewiews
Explore techniques for identifying third-party libraries in compiled executables, focusing on firmware indicator translation and machine learning approaches for enhanced security analysis.
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9 Lesons
34 minutes
On-Demand
Free-Video
RSA Conference

Detecting Website Intrusion and Account Compromise with Machine Learning

0 rewiews
Explore machine learning techniques for detecting website intrusions and account compromises, covering data analysis, feature engineering, and real-time integration in open environments.
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1 Lesons
39 minutes
On-Demand
Free-Video
CodeEmporium

How a Data Scientist Fights Fraud - With Code!

0 rewiews
Explore data science techniques for fraud detection, including feature engineering, SQL querying, model creation, evaluation, and interpretation, with hands-on coding examples.
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8 Lesons
27 minutes
On-Demand
Free-Video
Aladdin Persson

How to Solve Santander Kaggle Transaction Competition - Top 1% Solution, No Ensemble

0 rewiews
Learn to achieve top 1% in Santander Kaggle competition using neural networks, feature engineering, and data analysis techniques. Improve your machine learning skills with practical insights and strategies.
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11 Lesons
58 minutes
On-Demand
Free-Video
Open Data Science

Data Science Solutions with Cortana Analytics

0 rewiews
Comprehensive tutorial on building predictive models using Microsoft Azure Machine Learning, covering data processing, model creation, deployment, and practical applications in various domains.
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14 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Rob Mulla

Kaggle Competition Starter Notebook Walkthrough

0 rewiews
Learn to create a starter notebook for a Kaggle competition, covering feature engineering, cross-validation, and LightGBM modeling. Gain practical insights from a Kaggle Grandmaster on predictive modeling and Python coding.
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15 Lesons
26 minutes
On-Demand
Free-Video
Data Science Dojo

Introduction to Python for Data Science

0 rewiews
Explore Python tools for data science, covering data processing, visualization, and modeling. Learn end-to-end data science through a real-world case study with expert insights.
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11 Lesons
33 minutes
On-Demand
Free-Video
Databricks

Scaling Machine Learning Feature Engineering in Apache Spark at Facebook

0 rewiews
Explore advanced techniques for scaling ML feature engineering in Apache Spark, including Feature Injection and Feature Reaping, with optimizations for improved performance and efficiency at Facebook's scale.
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13 Lesons
21 minutes
On-Demand
Free-Video
Databricks

Scaling XGBoost for Thousands of Features with Databricks

0 rewiews
Scaling XGBoost for online advertising: Learn to handle thousands of features, optimize model training, and avoid common pitfalls in both Python and Scala implementations on Spark.
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25 Lesons
51 minutes
On-Demand
Free-Video
Julia Silge

Fit and Predict With Logistic Regression for Bird Bath Observations in Australia

0 rewiews
Learn to model bird bath observations in Australia using tidymodels, combining model specifications with feature engineering recipes for effective fitting and prediction.
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8 Lesons
37 minutes
On-Demand
Free-Video
Julia Silge

Use Tidymodels Workflowsets to Predict Human-Computer Interactions from Star Trek

0 rewiews
Explore machine learning with tidymodels workflowsets to predict speaker type in Star Trek interactions, featuring data preprocessing, model evaluation, and result analysis.
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9 Lesons
32 minutes
On-Demand
Free-Video
Julia Silge

Predict Housing Prices in Austin TX with Tidymodels and XGBoost

0 rewiews
Explore feature engineering for boosted tree models using Austin housing data. Learn to incorporate text information as indicator variables and tune models for accurate price predictions.
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18 Lesons
52 minutes
On-Demand
Free-Video
Databricks

AutoML Toolkit Deep Dive - Automating Feature Engineering and Model Optimization

0 rewiews
Explore Databricks Labs' AutoML Toolkit for automating feature engineering, model selection, tuning, and deployment. Learn to accelerate machine learning workflows and enhance productivity.
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24 Lesons
1 hour
On-Demand
Free-Video
Databricks

Augmenting Machine Learning with Databricks Labs AutoML Toolkit

0 rewiews
Explore how Databricks Labs AutoML Toolkit simplifies and optimizes machine learning processes, from data preparation to model optimization, using financial loan risk data examples.
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16 Lesons
30 minutes
On-Demand
Free-Video
Julia Silge

How to Handle High Cardinality Predictors for Data on Museums in the UK

0 rewiews
Explore effect and likelihood encodings for high cardinality predictors in tidymodels, using UK museum data to demonstrate practical applications.
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6 Lesons
36 minutes
On-Demand
Free-Video
Julia Silge

Deploy Different Prediction Types for a Bigfoot Sighting Model

0 rewiews
Learn to deploy various prediction endpoints for a Bigfoot sighting model using vetiver, including feature engineering, logistic regression, and natural language processing techniques.
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16 Lesons
29 minutes
On-Demand
Free-Video
Krish Naik

EvalML AutoML Library to Automate Feature Engineering, Feature Selection, Model Creation and Tuning

0 rewiews
Explore EvalML, an AutoML library automating feature engineering, selection, model creation, and tuning. Learn to streamline your data science workflow and improve project efficiency.
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6 Lesons
23 minutes
On-Demand
Free-Video
Databricks

Scaling Data and ML with Apache Spark and Feast - Feature Engineering for Production

0 rewiews
Explore scaling data and ML with Apache Spark and Feast, focusing on feature engineering challenges and solutions for big data-driven machine learning in production environments.
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23 Lesons
38 minutes
On-Demand
Free-Video
1littlecoder

Interpretable Machine Learning Use-Cases - Kaggle 30 Days of ML Day 15

0 rewiews
Explore machine learning explainability, interpretability, and use cases for model insights. Learn about feature importance, debugging, and building trust in AI systems.
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11 Lesons
29 minutes
On-Demand
Free-Video
Linux Foundation

Self-serve Feature Engineering Platform Using Flyte and Feast

0 rewiews
Explore a self-serve feature engineering platform leveraging Flyte and Feast technologies, enhancing data science workflows and machine learning model development.
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1 Lesons
51 minutes
On-Demand
Free-Video
Data Science Dojo

Automating Supervised Machine Learning Pipeline Development

0 rewiews
Explore methodologies for automating supervised machine learning pipelines, covering data cleaning, feature engineering, and model development. Gain insights from experienced data scientists on best practices and techniques.
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11 Lesons
59 minutes
On-Demand
Free-Video
Krish Naik

Step-by-Step Machine Learning Project Implementation: EDA, Feature Engineering, Selection, and Model Training

0 rewiews
Comprehensive guide to implementing a machine learning project, covering data cleaning, EDA, feature engineering, selection, model training, and hyperparameter tuning.
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6 Lesons
1 hour 26 minutes
On-Demand
Free-Video
Open Data Science

Building Robust and Scalable Recommendation Engines for Online Food Delivery

0 rewiews
Unlock the power of recommendation engines for food delivery. Learn data preprocessing, feature engineering, and scalable algorithms to create personalized recommendations using the DHRD dataset.
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9 Lesons
25 minutes
On-Demand
Free-Video
Nvidia

Mastering Multilingual Recommender Systems - Grandmaster Series

0 rewiews
Explore NVIDIA Merlin team's winning approach in Amazon KDD Cup 2023, featuring innovative techniques for multilingual e-commerce product recommendations and next product title generation.
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14 Lesons
53 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Combatting Human Trafficking with Anomaly Detection - Part 1

0 rewiews
Explore anomaly detection techniques to combat human trafficking through financial data analysis. Learn to leverage transaction patterns and industry indicators for effective detection.
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1 Lesons
23 minutes
On-Demand
Free-Video
SQLBits

Automated Machine Learning on Azure - Comparing Azure ML Service and Azure Databricks

0 rewiews
Explore AutoML on Azure Machine Learning Service and Azure Databricks to quickly build and deploy ML models, reducing time and expertise required for preprocessing and model creation.
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1 Lesons
49 minutes
On-Demand
Free-Video
SQLBits

Navigating the Skies of Data: A Flight Through Feature Stores

0 rewiews
Explore Feature Stores' role in streamlining ML projects, acting as a control tower for efficient feature management in data processes.
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1 Lesons
20 minutes
On-Demand
Free-Video
Data Science Dojo

Cosine Similarity - Introduction to Text Analytics with R

0 rewiews
Explore cosine similarity in text analytics: its mathematical basis, application in document comparison, and effectiveness in feature engineering for R-based text analysis.
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8 Lesons
32 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Hands-on with R: Regression Modeling and Feature Selection - Part 5

0 rewiews
Fit regression models to temperature data, apply stepwise variable selection, and choose the best model using out-sample RMSE. Enhance skills in feature engineering and dimension reduction.
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1 Lesons
18 minutes
On-Demand
Free-Video
Julia Silge

Modeling GDPR Violations in R With Tidymodels

0 rewiews
Explore data preprocessing and modeling for GDPR violations using tidymodels in R. Learn feature engineering, workflow creation, and prediction techniques with real-world data.
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16 Lesons
50 minutes
On-Demand
Free-Video
Data Science Dojo

Feature Engineering - Introduction to Dplyr Part 4

0 rewiews
Learn advanced dplyr techniques for feature engineering, including imputing missing values, creating new columns, and combining datasets. Master data manipulation skills to enhance your R programming toolkit.
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1 Lesons
28 minutes
On-Demand
Free-Video
Data Science Dojo

Introduction to Text Analytics with R - Overview

0 rewiews
Explore text analytics with R: tokenization, feature engineering, classification models. Learn data cleaning, analysis, and visualization using a spam dataset. Practical introduction for aspiring data scientists.
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10 Lesons
31 minutes
On-Demand
Free-Video
Data Science Conference

The Key to Unlock AI Accuracy Through Feature Generation

0 rewiews
Discover how sophisticated feature generation acts as the cornerstone for developing accurate and effective AI models, illustrated through real-world examples from DeepMind and global corporate implementations.
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1 Lesons
19 minutes
On-Demand
Free-Video
Data Science Conference

Building a Recommendation System for EPAM Systems

0 rewiews
Discover how EPAM Systems builds and implements recommendation systems, exploring ML approaches, business goals, feature engineering, quality metrics, and monitoring strategies in production.
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1 Lesons
25 minutes
On-Demand
Free-Video
The Full Stack

Xavier Amatriain on Practical Deep Learning Systems - November 2019

0 rewiews
Practical insights on deep learning systems, covering data handling, model selection, architecture engineering, and real-world implementation challenges in various domains.
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44 Lesons
58 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Leveraging Argo Workflows and Argo Events for Cloud Agnostic Enterprise Machine Learning Deployments

0 rewiews
Explore implementing Argo Workflows and Events for efficient MLOps, including continuous deployment, model retraining, and best practices for cloud-agnostic machine learning pipelines.
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1 Lesons
25 minutes
On-Demand
Free-Video
GAIA

Should We Teach Machine Learning Systems?

0 rewiews
Explore feature engineering and instruction in machine learning to improve AI system output quality and reliability. Contrast with current hands-off learning approaches.
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1 Lesons
28 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Feature Engineering and Modeling Techniques for Menu Design at HelloFresh

0 rewiews
Discover how HelloFresh uses data-driven approaches to optimize menu design, predict recipe performance, and align product offerings with customer preferences and business strategies.
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1 Lesons
43 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

How to Build a Real-Time ML Pipeline for Fraud Prediction

0 rewiews
Build a real-time ML pipeline for fraud prediction, addressing challenges in online feature engineering and real-time data ingestion. Learn to generate ML features, use a feature store, and monitor for drift.
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1 Lesons
47 minutes
On-Demand
Free-Video
AutoML Seminars

LLMs for Automated Data Science - Introducing CAAFE for Context-Aware Automated Feature Engineering

0 rewiews
Discover how CAAFE leverages large language models to enhance automated feature engineering in data science, improving model performance through context-aware feature generation and semantic understanding.
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1 Lesons
30 minutes
On-Demand
Free-Video
Open Data Science

Hopsworks - The Python-Centric Enterprise Feature Store

0 rewiews
Explore Hopsworks feature store for Python-centric ML operations, covering feature engineering, pipelines, and real-time serving with an end-to-end use case demonstration.
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32 Lesons
55 minutes
On-Demand
Free-Video
Krish Naik

Discussing All the Types of Feature Transformation in Machine Learning

0 rewiews
Comprehensive overview of feature transformation techniques in machine learning, covering standardization, scaling, MinMax, Robust Scalar, and Gaussian transformations for data preprocessing.
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6 Lesons
22 minutes
On-Demand
Free-Video
Great Learning

Feature Engineering Importance - Practical Application for Feature Engineering

0 rewiews
Explore feature engineering techniques for data analysis and classification, including practical application to supermarket sales data. Learn to select, manipulate, and transform features for improved model performance.
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1 Lesons
54 minutes
On-Demand
Free-Video
Databricks

Unified MLOps: Feature Stores and Model Deployment

0 rewiews
Explore a new MLOps approach merging databases, feature stores, and ML for scalable model production. Learn about Splice Machine's hybrid database and its applications in feature engineering and model deployment.
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7 Lesons
29 minutes
On-Demand
Free-Video
Databricks

Listening at the Cocktail Party - Deep Neural Networks for Speech Separation

0 rewiews
Explore deep neural networks for speech separation, focusing on data preparation, network architectures, and real-time implementation on embedded devices for smart audio applications.
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29 Lesons
40 minutes
On-Demand
Free-Video
Julia Silge

Feature Engineering & Interpretability for XGBoost with Board Game Ratings

0 rewiews
Explore advanced modeling with board game ratings data: feature engineering, XGBoost tuning, and explainability methods for data-driven insights and predictive analysis.
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25 Lesons
48 minutes
On-Demand
Free-Video
Julia Silge

Tune and Evaluate a Multiclass Lasso Model for NBER Working Papers

0 rewiews
Explore multiclass lasso modeling for economic research papers, covering data analysis, feature engineering, model tuning, and evaluation using #TidyTuesday data.
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13 Lesons
40 minutes
On-Demand
Free-Video
Julia Silge

Tune XGBoost With Early Stopping to Predict Shelter Animal Status

0 rewiews
Learn to optimize xgboost models using early stopping techniques for predicting animal shelter outcomes, featuring practical examples and efficient coding strategies.
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7 Lesons
31 minutes
On-Demand
Free-Video
Julia Silge

Build Features for Machine Learning from Netflix Description Text

0 rewiews
Learn to build machine learning features from Netflix description text and train a support vector machine model using tidymodels, exploring data analysis, feature engineering, and model evaluation techniques.
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25 Lesons
34 minutes
On-Demand
Free-Video
Julia Silge

Subword Features in Machine Learning for Text

0 rewiews
Explore machine learning techniques for text analysis using tidymodels to predict Hawaii post offices from their names, with practical code examples and performance evaluation.
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12 Lesons
28 minutes
On-Demand
Free-Video
Data Science Dojo

Model Optimization - Series Conclusion - Introduction to Text Analytics with R

0 rewiews
Optimize text analytics models, explore sensitivity/specificity tradeoffs, and discover resources for further study in R. Learn feature engineering and algorithm selection for improved effectiveness.
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1 Lesons
27 minutes
On-Demand
Free-Video
Data Science Dojo

Introduction to Text Analytics with R - Model Metrics

0 rewiews
Explore advanced model evaluation techniques, including sensitivity and specificity, feature engineering, and improving model performance beyond accuracy in text analytics using R.
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1 Lesons
25 minutes
On-Demand
Free-Video
Data Science Dojo

Feature Engineering for Web Bot Detection - Feature Engineering Tutorial

0 rewiews
Learn to detect automated web traffic through feature engineering, exploring bot types, their impact on businesses, and extracting useful features for effective bot detection.
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8 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Data Science Dojo

Building Robust Machine Learning Models

0 rewiews
Explore the fundamentals of robust machine learning, focusing on data quality, feature engineering, and model evaluation rather than specific tools or trendy techniques.
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1 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Deep Learning and Software Engineering - A Retrospective and Paths Forward

0 rewiews
Explore deep learning's impact on software engineering, including code suggestion and program repair. Discover current research, challenges, and future directions in this emerging field.
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50 Lesons
59 minutes
On-Demand
Free-Video
Open Data Science

Effective Transfer Learning for NLP - Madison May - ODSC East 2018

0 rewiews
Explore effective transfer learning techniques for NLP, including parameter-efficient methods using sequence representations. Learn practical improvements for real-world tasks and discover the Enso library for benchmarking.
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29 Lesons
44 minutes
On-Demand
Free-Video
Prodramp

Technical Overview of Machine Learning Life Cycle

0 rewiews
Comprehensive technical overview of the machine learning lifecycle, covering data preparation, model training, deployment, and inference. Ideal for AI engineers seeking in-depth understanding of ML processes.
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13 Lesons
38 minutes
On-Demand
Free-Video
Prodramp

Build Your Machine Learning Pipeline in These 4 Simple Steps - Loan Prediction Scikit-Learn Example

0 rewiews
Aprenda a construir um pipeline completo de machine learning usando scikit-learn para previsão de empréstimos, desde a ingestão de dados até o uso do modelo salvo para previsões.
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7 Lesons
59 minutes
On-Demand
Free-Video
Open Data Science

Dataset Management for Computer Vision - Important Component to Delivering Computer Vision Solutions

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Explore dataset management's crucial role in computer vision solutions. Learn to align business goals, express assumptions, and maintain datasets for successful real-world implementations.
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11 Lesons
41 minutes
On-Demand
Free-Video
Databricks

Scalable AutoML for Time Series Forecasting Using Ray

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Explore scalable AutoML for time series forecasting using Ray, covering feature generation, model selection, and hyper-parameter tuning. Learn from real-world applications and experiences in various industries.
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9 Lesons
22 minutes
On-Demand
Free-Video
Databricks

The Killer Feature Store - Orchestrating Spark ML Pipelines and MLflow for Production

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Explore feature store implementation as an orchestration engine for ML pipeline stages using Spark and MLflow, focusing on deployment management, A/B testing, discovery, and governance.
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18 Lesons
25 minutes
On-Demand
Free-Video
Databricks

Productionizing Machine Learning with Microservices Architecture

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Learn to deploy ML models as microservices using Spark, enabling auto-scaling, versioning, and security. Discover how to aggregate real-time and historical data for inferencing and create actionable insights.
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20 Lesons
35 minutes
On-Demand
Free-Video
Databricks

Testing ML Models in Production - Detecting Data and Concept Drift

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Explore robust ML model testing in production using MLflow, SciPy, and statsmodels. Learn key statistical tests, metrics for drift detection, and gain practical insights for maintaining model effectiveness.
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35 Lesons
55 minutes
On-Demand
Free-Video
Databricks

Consolidating MLOps at Schiphol Airport Using MLFlow

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Explore how Schiphol Airport leverages MLFlow for rapid iteration, deployment, and monitoring of mission-critical machine learning models, enabling multiple weekly releases and efficient adaptation to changing dynamics.
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14 Lesons
50 minutes
On-Demand
Free-Video
Jeff Heaton

Cloud-Based Convolution Neural Network Ensembles for Computer Vision Counting

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Explore ensemble CNN techniques for computer vision counting, featuring cloud computing evaluation and strategies for achieving low RMSE scores in competitive settings.
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8 Lesons
26 minutes
On-Demand
Free-Video
Jeff Heaton

Multi-Variate Feature Engineering Presentation for Machine Learning

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Learn advanced feature engineering techniques for machine learning, including feature importance, target coding, neural networks, and embedding layers to improve model performance and extrapolation.
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8 Lesons
23 minutes
On-Demand
Free-Video
Krish Naik

End to End ML Project With Deployment - Project Problem Statement, EDA and Model Training

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Comprehensive guide to building and deploying a machine learning project, covering problem definition, exploratory data analysis, feature engineering, and model training.
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5 Lesons
39 minutes
On-Demand
Free-Video