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Showing: 175 courses
NPTEL

Data Mining

25 rewiews
Comprehensive exploration of data mining techniques, covering preprocessing, association rules, classification methods, and clustering algorithms for extracting valuable insights from datasets.
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36 Lesons
16 hours
On-Demand
Free-Video
Great Learning

What is Natural Language Processing - NLP Full Course

1 rewiews
Comprehensive introduction to Natural Language Processing, covering key concepts, techniques, and applications using Python, with hands-on projects in sentiment analysis and chatbot development.
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29 Lesons
8 hours 3 minutes
On-Demand
Free-Video
Stanford University

Federated Learning in Medicine - Breaking Down Silos to Advance Medical Research

0 rewiews
Explore federated learning's potential to revolutionize medical research by breaking data silos, enhancing privacy, and fostering collaboration across healthcare institutions.
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26 Lesons
1 hour 20 minutes
On-Demand
Free-Video

Introduction to Machine Learning for Coders

0 rewiews
Learn essential machine learning concepts and techniques for coders, covering fundamental principles and practical applications across 12 comprehensive lessons.
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12 Lesons
19 hours
On-Demand
Free-Video

Generating Python Code with GPT

0 rewiews
Learn to create a GPT-2 model for Python code generation, covering data acquisition, cleaning, preprocessing, tokenization, training, and testing.
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Good, Fast, Cheap - How to Do Data Science with Missing Data

0 rewiews
Explore strategies for handling missing data in data science projects, including visualization, identification, and practical implementation techniques for effective workflow integration.
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1 Lesons
1 hour 41 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
Montreal Robotics

Building Generalist Robotics Policies from Scratch

0 rewiews
Build a Generalist Robotics Policy from scratch, reimplementing the "Octo" model step-by-step. Learn to create, train, and evaluate large models for robotics using interaction data and transformer architecture.
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20 Lesons
1 hour 27 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
DigitalSreeni

Annotate Images Like a Pro - Python Image Annotation Tool Demo

0 rewiews
Master Python-based image annotation with a comprehensive tool for 2D and multi-dimensional images. Learn manual and semi-automatic techniques, export options, and additional features for efficient image analysis and model training.
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1 Lesons
55 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

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
Acadgild

Machine Learning Tutorials for Data Science

0 rewiews
Comprehensive tutorials covering machine learning fundamentals for data science, ideal for beginners seeking to understand key concepts and applications in the field.
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3 Lesons
4 hours 30 minutes
On-Demand
Free-Video

Convolution in One Dimension for Neural Networks

0 rewiews
Comprehensive exploration of 1D convolution in neural networks, covering theory, implementation, and practical application for time series data analysis and model building.
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23 Lesons
1 hour 30 minutes
On-Demand
Free-Video

MATLAB Tutorials

0 rewiews
Learn MATLAB from beginner to advanced: data analysis, machine learning, app design, and programming. Comprehensive tutorials cover core concepts and practical applications.
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10 Lesons
13 hours
On-Demand
Free-Video
The AI University

Machine Learning Using Spark MLLib

0 rewiews
Learn to implement machine learning algorithms using Spark MLLib, covering linear regression techniques, data preprocessing, model building, and evaluation methods in a hands-on, practical approach.
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13 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Great Learning

Application of Classification Algorithms

0 rewiews
Explore popular classification algorithms, their comparisons, and real-world applications through a case study on employee promotion prediction using various techniques.
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10 Lesons
1 hour 24 minutes
On-Demand
Free-Video

Molecular Dynamics Simulation

0 rewiews
Learn to perform molecular dynamics simulations using Desmond, from installation to preprocessing and running simulations on Linux systems.
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7 Lesons
30 minutes
On-Demand
Free-Video

Linux for Bioinformatics - BioCode

0 rewiews
Learn essential Linux commands for bioinformatics tasks, including data preprocessing, file manipulation, and genomic analysis. Enhance your skills in handling biological datasets efficiently.
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12 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Data Science Dojo

Building a Personalised Attrition Recommendation System

0 rewiews
Comprehensive guide to building an attrition recommendation system, covering data analysis, predictive modeling, and strategy development to prevent employee churn and improve workforce retention.
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11 Lesons
58 minutes
On-Demand
Free-Video
James Briggs

Medical Search Engine with SPLADE + Sentence Transformers in Python

0 rewiews
Build a medical search engine using hybrid search with SPLADE and sentence transformers. Learn to combine dense and sparse vectors for improved semantic and keyword search capabilities in medical question-answering.
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10 Lesons
31 minutes
On-Demand
Free-Video
Anyscale

How the AI Institute is Revolutionizing Robotics Machine Learning Training

0 rewiews
Discover how Boston Dynamics AI Institute revolutionizes robotics ML with an innovative training platform that integrates multimodal data, extensive simulations, and scalable infrastructure using Ray.
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1 Lesons
35 minutes
On-Demand
Free-Video

Formation Tensorflow 2.0

0 rewiews
Apprenez les fondamentaux de TensorFlow 2.0, des perceptrons aux réseaux de neurones récurrents, en passant par la normalisation des données et la création de modèles personnalisés.
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22 Lesons
6 hours
On-Demand
Free-Video
media.ccc.de

Demystifying AI - Understanding Machine Learning Fundamentals

0 rewiews
Fundierte Einführung in Künstliche Intelligenz: Grundlagen des maschinellen Lernens, mathematische Konzepte und Herausforderungen werden verständlich erklärt. Praktische Tipps für den Einstieg inklusive.
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1 Lesons
47 minutes
On-Demand
Free-Video
CodeWithHarry

Generate Data Science/Data Analysis Report of your Dataset in 5 Minutes

0 rewiews
Learn to quickly generate comprehensive data science reports using Python, streamlining analysis and visualization for efficient insights from datasets.
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1 Lesons
21 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
LASCON

Malware Clustering - Static and Dynamic Behavior Analysis

0 rewiews
Explore innovative malware clustering techniques using static and dynamic behavior analysis, machine learning, and similarity search for robust, scalable, and repeatable results.
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11 Lesons
49 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Music Genre Classification - Preparing the Dataset

0 rewiews
Learn to preprocess audio data for music genre classification, including extracting MFCCs and labels from the Marsyas dataset and saving in a JSON format for easy retrieval during classifier training.
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17 Lesons
38 minutes
On-Demand
Free-Video
Bioinformagician

Weighted Gene Co-expression Network Analysis - Step-by-Step Tutorial - Part 1

0 rewiews
Learn step-by-step Weighted Gene Co-expression Network Analysis (WGCNA) for RNA-Seq data, covering data manipulation, outlier detection, normalization, module identification, and visualization techniques.
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16 Lesons
36 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Preprocessing Revisited

0 rewiews
Explore new developments in chemometric preprocessing, including multi-block strategies and Variable Sorting for Normalization, to reduce unwanted variability in experimental data.
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14 Lesons
55 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Preprocessing Song Dataset for Melody Generation

0 rewiews
Collate encoded songs, create integer mapping for symbolic notation, and prepare data for neural network ingestion in melody generation preprocessing.
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10 Lesons
28 minutes
On-Demand
Free-Video
LiquidBrain Bioinformatics

TCGA Biomarkers Identification Using Machine Learning - Complete Walkthrough

0 rewiews
Comprehensive walkthrough on using machine learning to identify TCGA biomarkers, covering data preparation, neural network construction, and gene set enrichment analysis.
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16 Lesons
50 minutes
On-Demand
Free-Video
LiquidBrain Bioinformatics

Clustering and Markers Identification for ScRNA-Seq - Seurat Package Tutorial

0 rewiews
Learn to analyze single-cell RNA-seq data using Seurat package, covering data import, QC, normalization, clustering, and marker identification. Gain insights into cell interactions and create visualizations.
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7 Lesons
23 minutes
On-Demand
Free-Video
Great Learning

IPL Data Analysis Using EDA - Exploratory Data Analysis Case Study

0 rewiews
Practical guide to IPL data analysis using Python, covering EDA techniques, data preprocessing, and visualization to extract insights from real-world cricket datasets.
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20 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Nicholas Renotte

Using Scikit-Learn Pipelines for Data Preprocessing with Python

0 rewiews
Deep dive into Scikit-Learn Pipelines for efficient data preprocessing in Python, enhancing your machine learning workflow and streamlining model development.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Data Science Dojo

Intro to Azure ML and Cloud Computing

0 rewiews
Explore Azure ML Studio's cloud-based data science capabilities, from data upload and visualization to preprocessing and cleaning, using its intuitive graphical interface.
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43 Lesons
1 hour 23 minutes
On-Demand
Free-Video
CodeWithHarry

Data Preprocessing in Python

0 rewiews
Learn to transform raw text into structured lists and CSVs using Python, enhancing data organization and analysis skills for practical applications.
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1 Lesons
21 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Preprocessing: Centering and Scaling in Chemometric Machine Learning

0 rewiews
Learn techniques for centering and scaling data to enhance information in chemometric machine learning contexts like PCA and PLS models.
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1 Lesons
32 minutes
On-Demand
Free-Video
NDC Conferences

The Elephant in your Dataset: Addressing Bias in Machine Learning

0 rewiews
Explore bias in machine learning, its societal impact, and strategies to mitigate it. Learn to create fair and ethical AI systems through hands-on examples and cutting-edge research.
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1 Lesons
43 minutes
On-Demand
Free-Video
Julia Silge

Explore Changes in Art Over Time With Tidymodels

0 rewiews
Analyze art trends in the Tate collection using tidymodels for regression modeling, text feature engineering, and model diagnostics to uncover insights on changing art media usage over time.
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27 Lesons
42 minutes
On-Demand
Free-Video
Great Learning

Regression Analysis in Machine Learning - Linear Regression - Logistic Regression

0 rewiews
Comprehensive exploration of regression analysis, covering linear and logistic techniques. Learn to leverage data relationships for informed decision-making in various business contexts.
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1 Lesons
4 hours 57 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Making Sense of Your Data: Statistics and Machine Learning - Lecture 2

0 rewiews
Explore advanced statistical techniques and machine learning methods for analyzing complex neutrino data, enhancing your ability to extract meaningful insights from experimental results.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Simple Linear Regression Model Building

0 rewiews
Build a simple linear regression model by loading data, exploring its structure, and fitting a regression line, with a comprehensive model summary.
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9 Lesons
12 minutes
On-Demand
Free-Video
MITCBMM

Neural Decoding of Spike Trains and Local Field Potentials with Machine Learning in Python

0 rewiews
Learn Python-based machine learning techniques for neural decoding, focusing on preprocessing, model selection, and optimization for spike trains and local field potentials from macaque cortical areas.
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28 Lesons
1 hour 50 minutes
On-Demand
Free-Video
Julia Silge

Predict Astronauts' Mission Duration With Tidymodels and Bootstrap Aggregation

0 rewiews
Explore astronaut mission duration prediction using R's tidymodels and bootstrap aggregation, featuring data analysis, preprocessing, and model evaluation techniques.
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14 Lesons
39 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
Julia Silge

Data Preprocessing and Resampling Using Tidymodels

0 rewiews
Explore data preprocessing and resampling techniques using tidymodels in R, focusing on college tuition and diversity data to build effective models and improve analysis skills.
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22 Lesons
48 minutes
On-Demand
Free-Video
James Briggs

Hybrid Search Walkthrough in Pinecone

0 rewiews
Explore hybrid search in Pinecone, combining semantic and keyword search techniques for efficient data retrieval. Learn preprocessing, index creation, and various query methods.
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11 Lesons
17 minutes
On-Demand
Free-Video
James Briggs

How to Build a Q&A Reader Model in Python - Open-Domain QA

0 rewiews
Learn to build an open-domain question-answering system in Python, covering data preprocessing and model fine-tuning for efficient information retrieval from large datasets.
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1 Lesons
25 minutes
On-Demand
Free-Video
Great Learning

Data Analysis of Amazon Reviews - Data Mining

0 rewiews
Learn to scrape and analyze Amazon reviews using Python, covering web scraping techniques, data preprocessing, and visualization for valuable e-commerce insights.
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27 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Nicholas Renotte

Automate Budgeting with Python and Planning Analytics

0 rewiews
Automate budgeting and forecasting using Python, Planning Analytics, and AutoAI. Learn to extract data, generate ML models, and create predictions for improved financial planning.
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19 Lesons
31 minutes
On-Demand
Free-Video
Learn With Jason

Advanced GraphQL Techniques in Gatsby - Learn With Jason

0 rewiews
Explore advanced GraphQL patterns in Gatsby for powerful app and website creation. Learn to normalize data from different sources and combine data from multiple places in GraphQL nodes.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Chemotools - Integrating Chemometrics and Scikit-Learn for Spectral Data Analysis

0 rewiews
Explore chemotools, a Python library unifying chemometrics and machine learning for spectral data analysis, streamlining model development and implementation in the scientific community.
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1 Lesons
54 minutes
On-Demand
Free-Video
Data Science Conference

Machine Learning Applications in Healthcare - Saudi Arabian Hospital Case Studies

0 rewiews
Explore real-world applications of machine learning in Saudi Arabian healthcare through case studies focusing on breast cancer classification and predictive modeling techniques.
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11 Lesons
20 minutes
On-Demand
Free-Video
UofU Data Science

Data Preparation and Transformer Models - Introduction to Text and Image Processing

0 rewiews
Master data preparation techniques for transformers, including text and image processing, and understand the fundamentals of transformer architecture and pretraining methods.
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7 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Discover AI

Text Vectorization Made Easy - A Tutorial on Keras Preprocessing Layers for AI

0 rewiews
Master text vectorization techniques in Keras preprocessing layers for transforming natural language inputs into numerical sequences and building efficient AI input processing pipelines.
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1 Lesons
27 minutes
On-Demand
Free-Video
Discover AI

Experimental KERAS Feature Space for Medical AI Heart Attack Prediction

0 rewiews
Dive into advanced feature scaling with KERAS Feature Space, building a medical AI system to predict heart attack probabilities using structured data classification and optimized data pipelines.
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6 Lesons
36 minutes
On-Demand
Free-Video
Valerio Velardo - The Sound of AI

Melody Generation with Transformers - Generative Music AI

0 rewiews
Implement a transformer architecture in TensorFlow for end-to-end melody generation. Learn melody encoding, dataset preprocessing, model building, training, and inference techniques for AI-driven music creation.
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15 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Conf42

Balancing Speed and Accuracy in Model Development

0 rewiews
Explore strategies for optimizing machine learning model development, balancing speed and accuracy. Learn to assess business objectives, improve data quality, and select efficient features and models.
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28 Lesons
25 minutes
On-Demand
Free-Video
Aladdin Persson

Classifying Skin Cancer - TensorFlow Tutorial

0 rewiews
Build a TensorFlow model to classify skin lesions as benign or malignant. Learn preprocessing, model setup, training, and evaluation using metrics like ROC curves for this important medical application.
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7 Lesons
31 minutes
On-Demand
Free-Video
Aladdin Persson

TensorFlow Tutorial - TensorFlow Datasets

0 rewiews
Learn to use TensorFlow Datasets for loading, preprocessing, and modeling image and text data. Covers MNIST image classification and IMDB sentiment analysis with practical examples and code demonstrations.
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6 Lesons
30 minutes
On-Demand
Free-Video
Aladdin Persson

Pytorch Transformers for Machine Translation

0 rewiews
Build a Seq2Seq Transformer model in PyTorch for German-to-English translation using the Multi30k dataset. Learn data preprocessing, model architecture, training setup, and evaluation with BLEU score.
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7 Lesons
34 minutes
On-Demand
Free-Video
TensorFlow

Keras Preprocessing Layers

0 rewiews
Learn to streamline model development with Keras Preprocessing Layers. Build end-to-end models, transform inputs, and improve performance using tf.data and multi-worker training.
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10 Lesons
37 minutes
On-Demand
Free-Video
Edan Meyer

Q Learning Tutorial - Experience Replay

0 rewiews
Explore Experience Replay in Q-Learning, focusing on data formatting and implementation. Learn key techniques for improving reinforcement learning algorithms in this hands-on tutorial.
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5 Lesons
27 minutes
On-Demand
Free-Video
Nicholas Renotte

Forecasting Weather with Neural Prophet and Python

0 rewiews
Learn to forecast weather using Neural Prophet and Python. Preprocess data, train models, and generate accurate temperature predictions with this hands-on tutorial.
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6 Lesons
24 minutes
On-Demand
Free-Video
Venelin Valkov

Build a Neural Network with Python Tutorial - Deep Learning with PyTorch

0 rewiews
Learn to build, train, and evaluate a neural network for weather prediction using PyTorch. Covers data preprocessing, model architecture, GPU acceleration, and practical applications.
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9 Lesons
58 minutes
On-Demand
Free-Video
Nicholas Renotte

Build a Deep CNN Image Classifier with Any Images

0 rewiews
Learn to build a custom deep CNN image classifier from scratch using Python, TensorFlow, and Keras. Covers data pipeline, preprocessing, network building, training, evaluation, and model saving.
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19 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Nicholas Renotte

Build a Deep Audio Classifier with Python and Tensorflow

0 rewiews
Learn to build a deep audio classifier using Python and TensorFlow, covering data loading, preprocessing, model creation, and prediction for audio classification tasks.
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19 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Nicholas Renotte

Build a Mario AI Model with Python - Gaming Reinforcement Learning

0 rewiews
Learn to create an AI model that plays Super Mario using Python and reinforcement learning. Set up the environment, preprocess data, build and train the model, and see the results in action.
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27 Lesons
1 hour 17 minutes
On-Demand
Free-Video
CodeEmporium

Preprocessing Data for Machine Learning - Deep Dive

0 rewiews
Comprehensive guide to preprocessing data for logistic regression, covering standardization, encoding, data imbalance, correlation, multicollinearity, and missing data handling techniques.
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10 Lesons
20 minutes
On-Demand
Free-Video
James Briggs

Fast Zero Shot Object Detection with OpenAI CLIP

0 rewiews
Learn zero-shot object detection and localization using OpenAI CLIP, a multi-modal deep learning model. Implement practical techniques for efficient, domain-flexible computer vision tasks without fine-tuning.
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16 Lesons
30 minutes
On-Demand
Free-Video
James Briggs

AlexNet and ImageNet Explained

0 rewiews
Explore the revolutionary AlexNet CNN and ImageNet dataset, their impact on deep learning, and practical implementation using PyTorch for image classification tasks.
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11 Lesons
36 minutes
On-Demand
Free-Video
James Briggs

Fine-Tune High Performance Sentence Transformers With Multiple Negatives Ranking

0 rewiews
Learn to fine-tune sentence transformers using multiple negatives ranking loss, improving embedding quality for similarity prediction and outperforming SBERT. Includes PyTorch and sentence-transformers library implementations.
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9 Lesons
37 minutes
On-Demand
Free-Video
James Briggs

Fine-Tune Sentence Transformers the OG Way - With NLI Softmax Loss

0 rewiews
Explore fine-tuning sentence transformers using NLI softmax loss. Learn preprocessing, PyTorch implementation, and Sentence-Transformers library usage for improved sentence embeddings in NLP applications.
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8 Lesons
37 minutes
On-Demand
Free-Video
StatQuest with Josh Starmer

Support Vector Machines in Python from Start to Finish

0 rewiews
Comprehensive guide to implementing Support Vector Machines in Python, covering data preparation, model building, and optimization techniques for machine learning practitioners.
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13 Lesons
45 minutes
On-Demand
Free-Video
Samuel Chan

TorchVision Quick Start - Building an Image Classifier in 10 Minutes

0 rewiews
Build an image classifier for orangutans and komodo dragons using PyTorch's torchvision library and a pretrained ResNet model. Learn to leverage pre-trained models for quick and effective computer vision tasks.
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1 Lesons
17 minutes
On-Demand
Free-Video
Eran Feit

Creating an Animal Segmentation Model with U-Net and TensorFlow Keras

0 rewiews
Learn to implement and train a U-Net model for animal segmentation using TensorFlow/Keras. Covers data preprocessing, model architecture, training, and evaluation with practical code examples.
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6 Lesons
54 minutes
On-Demand
Free-Video
Great Learning

Build a Movie Recommendation System Using Machine Learning

0 rewiews
Learn to create a movie recommendation system using machine learning techniques. Explore data-driven approaches to personalize film suggestions based on user preferences and viewing history.
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1 Lesons
32 minutes
On-Demand
Free-Video
Nicholas Renotte

Reinforcement Learning for Gaming - Full Python Course

0 rewiews
Comprehensive guide to applying reinforcement learning in gaming using Python and Stable Baselines 3, covering Mario, Doom, Street Fighter, and Chrome Dino with practical missions and best practices.
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25 Lesons
8 hours 58 minutes
On-Demand
Free-Video
Nicholas Renotte

AI Learns What to Do Next Using TensorFlow and Python

0 rewiews
Learn to predict future events using TensorFlow and Python. Build LSTM models, preprocess data, and generate next best actions for practical applications like sales progression.
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8 Lesons
29 minutes
On-Demand
Free-Video
1littlecoder

Scikit-Learn Pipeline and Cross-Validation - Day 13 of 30 Days of ML

0 rewiews
Learn advanced machine learning techniques with Scikit-Learn, focusing on pipelines for organized code and cross-validation for improved model performance evaluation. Part of a 30-day ML challenge.
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1 Lesons
34 minutes
On-Demand
Free-Video
1littlecoder

Kaggle 30 Days of ML - Day 12 - Missing Values and Categorical Variables

0 rewiews
Explore missing values and categorical variables in machine learning, learning practical approaches to handle data imperfections and enhance model performance.
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1 Lesons
50 minutes
On-Demand
Free-Video
deeplizard

PyTorch Dataset Normalization Using torchvision.transforms.Normalize()

0 rewiews
Learn to normalize datasets in PyTorch using torchvision.transforms.Normalize(). Explore feature scaling, standardization, and color channel normalization. Understand the impact on neural network training.
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8 Lesons
26 minutes
On-Demand
Free-Video
Julia Silge

Topic Modeling with R and Tidy Data Principles

0 rewiews
Explore topic modeling in R using tidytext and stm packages, applied to Sherlock Holmes stories. Learn data preparation, text tidying, and model implementation techniques.
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8 Lesons
26 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

Tuning Random Forest Hyperparameters with Tidymodels

0 rewiews
Learn to optimize random forest models using tidymodels, exploring hyperparameter tuning techniques with San Francisco tree data for improved predictive performance.
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31 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Eran Feit

Medical Polyp Image Segmentation with U-Net and TensorFlow Keras

0 rewiews
Step-by-step guide to implement U-Net for medical polyp image segmentation using TensorFlow/Keras, covering data preprocessing, model architecture, training, and evaluation.
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6 Lesons
48 minutes
On-Demand
Free-Video
Derek Banas

TensorFlow Binary and Multi-class Classification Tutorial

0 rewiews
Learn TensorFlow for binary and multi-class classification, covering data handling, model building, optimization, and evaluation techniques for effective machine learning implementations.
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19 Lesons
2 hours 8 minutes
On-Demand
Free-Video
Derek Banas

TensorFlow Tutorial 2022

0 rewiews
Comprehensive TensorFlow tutorial covering tensors, data handling, neural networks, and model building. Learn to create, compile, and evaluate machine learning models using practical examples.
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1 Lesons
2 hours 4 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

Preprocessing - Warping Data

0 rewiews
Learn about Correlation Optimized Warping (COW) for aligning misaligned data, including its principles, parameters, and applications in bilinear models and data preprocessing.
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7 Lesons
22 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice - Part 2

0 rewiews
Explore advanced techniques in deep learning for search and recommender systems, focusing on practical implementation and real-world applications at LinkedIn.
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7 Lesons
23 minutes
On-Demand
Free-Video
Shashank Kalanithi

Hands on Machine Learning - Unsupervised Learning

0 rewiews
Explore unsupervised learning techniques including clustering, dimensionality reduction, and Gaussian mixture models. Hands-on implementation using Python libraries for data analysis and visualization.
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15 Lesons
58 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Unified Understanding of E(3)-Equivariant Interatomic Potentials - Theory and Applications

0 rewiews
Explore E(3)-equivariant interatomic potentials, covering theory, applications, and advancements in machine learning approaches for quantum mechanics and molecular dynamics simulations.
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24 Lesons
44 minutes
On-Demand
Free-Video
5 Minutes Engineering

Machine Learning and Neural Networks: Data Preprocessing Techniques - Day 3

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Explore data preprocessing techniques for machine learning: handling missing data, normalization, standardization, and binarization. Enhance your ML and neural network skills.
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1 Lesons
44 minutes
On-Demand
Free-Video
Venelin Valkov

Fine-Tuning Alpaca- Train Alpaca LoRa for Sentiment Analysis on a Custom Dataset

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Learn to fine-tune Llama 7B with Alpaca LoRa on a custom bitcoin sentiment dataset. Covers data preprocessing, model training, and performance analysis for sentiment detection in cryptocurrency tweets.
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11 Lesons
34 minutes
On-Demand
Free-Video
Machine Learning With Hamza

How Can Neural Networks Identify Fake Face Images?

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Explore neural networks' ability to detect fake face images using Grad-CAM algorithm. Learn about datasets, model training, and visualization techniques for understanding AI decision-making in image classification.
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7 Lesons
29 minutes
On-Demand
Free-Video
Fields Institute

Machine Learning for Prediction of Terrestrial Climate and Weather

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Explore cutting-edge applications of machine learning in predicting terrestrial climate and weather patterns, presented by a leading expert from the University of Maryland.
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1 Lesons
58 minutes
On-Demand
Free-Video
James Briggs

Fixing LLM Hallucinations with Retrieval Augmentation in LangChain

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Learn to enhance LLM accuracy using retrieval augmentation in LangChain. Explore data preprocessing, embedding creation, vector database setup, and generative question-answering with citations for improved AI responses.
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10 Lesons
31 minutes
On-Demand
Free-Video
Derek Banas

Machine Learning Tutorial for Beginners

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Comprehensive TensorFlow tutorial covering data handling, neural networks, and model building. Learn to clean, analyze, and process data for machine learning applications.
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1 Lesons
2 hours 3 minutes
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Free-Video
Abhishek Thakur

Captcha Recognition Using PyTorch - Convolutional-RNN + CTC Loss

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Learn to implement a Convolutional-RNN model for captcha recognition using PyTorch. Covers data preparation, model architecture, CTC loss, and training/inference processes.
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9 Lesons
1 hour 17 minutes
On-Demand
Free-Video