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Course Project Guidelines.docx 31.9 kB
homework/homework4_code.zip 63.7 kB
additional notes/additional notes for ch8.pdf 125.4 kB
19_SSL_EoML.pdf 138.3 kB
additional notes/additional notes for ch7.pdf 154.6 kB
additional notes/additional notes for ch5.pdf 155.7 kB
19_colt98_final.ps 161.9 kB
additional notes/additional notes for ch2.pdf 163.5 kB
additional notes/additional notes for ch9.pdf 166.8 kB
homework/homework1.pdf 169.3 kB
homework/homework3.pdf 170.3 kB
recitation/r01_math_decision_trees.pdf 170.4 kB
16_perceptron-notes.pdf 173.5 kB
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16. Project-15 Cats Vs Dogs Image Classification App/2. Creating Project Notebook.mp4 256.2 MB
18. Project-17 Gender From Voice Prediction/2. Creating Project Notebook.mp4 254.8 MB
19. Project-18 Restaurant Recommendation System/4. Data Analysis 2.mp4 254.6 MB
20. Project-19 Check Happiness Ranking Using Machine Learning/2. Project Notebook.mp4 252.2 MB
13. Project-12 Attrition Rate Django App/2. Creating Colab Notebook.mp4 224.1 MB
21. Project-20 Predicting Forest Fire/2. Project Notebook.mp4 217.2 MB
32. Project-31 Video Game Sales Prediction App/2. Google Colab part-1.mp4 211.9 MB
17. Project-16 Customer Revenue Prediction/2. Colab Notebook.mp4 211.5 MB
21. Project-20 Predicting Forest Fire/6.1 Forest Fires App -Code.zip 196.6 MB
21. Project-20 Predicting Forest Fire/6.2 Forest Fires App -Code.zip 196.6 MB
16. Project-15 Cats Vs Dogs Image Classification App/6.1 Cats Vs Dogs App Code.zip 189.3 MB
14. Project-13 Project To Find Legendary Pokemon/2. Creating Colab Notebook.mp4 185.7 MB
30. Project-29 Customer Churning Prediction/3. Data visualization.mp4 168.3 MB
32. Project-31 Video Game Sales Prediction App/4. Creating Django App.mp4 154.6 MB
30. Project-29 Customer Churning Prediction/4. Model building.mp4 154.5 MB
12. Project-11 Sentiment Analysis Using Logistic Regression/2. Project Notebook Google Colab.mp4 147.6 MB
20. Project-19 Check Happiness Ranking Using Machine Learning/3. Creating Django App.mp4 145.0 MB
29. Project-28 Covid 19 Data Analysis/4. Data Analysis part2.mp4 141.5 MB
35. Project-34 Mushroom Classification App - Deploy On Heruko/2. Importing libraries and Understanding data.mp4 135.8 MB
9. Project-8 Create Face Swapping Application/3. Data preprocessing and creating output.mp4 133.9 MB

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【影视】 Formacao.Engenheiro.de.Machine.Learning

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01 - Fundamentos de engenharia de software/06 - Engenharia de requisitos/09-Reduzir a Carga de Memória do Usuário.mp4 154.7 MB
05 - Módulos Extras de Capacitação Profissional/05 - Curso Bônus - Empreendedorismo em data science, IA e blockchain/28-Empreendedorismo em Inteligência Artificial.mp4 118.5 MB
05 - Módulos Extras de Capacitação Profissional/03 - Curso Bônus - Introdução ao sistema operacional linux - Versão 2.0/03-Distribuições Linux.mp4 110.6 MB
05 - Módulos Extras de Capacitação Profissional/05 - Curso Bônus - Empreendedorismo em data science, IA e blockchain/27-Empreendedorismo em Data Science.mp4 101.4 MB
05 - Módulos Extras de Capacitação Profissional/07 - Curso Bonus - Soft skills - Desenvolvendo suas habilidades comportamentais/06- Empatia e relacionamento interpessoal.mp4 101.1 MB
05 - Módulos Extras de Capacitação Profissional/04 - Curso Bônus - Governança de dados/11-The Global Data Management Community.mp4 100.4 MB
05 - Módulos Extras de Capacitação Profissional/04 - Curso Bônus - Governança de dados/22-Governança. de Dados - Definição de Políticas e Procedimentos.mp4 94.9 MB
05 - Módulos Extras de Capacitação Profissional/05 - Curso Bônus - Empreendedorismo em data science, IA e blockchain/29-Empreendedorismo em Blockchain.mp4 88.9 MB
04 - Machine learning automation/06 - Automação da modelagem com Rapidminer/03-Produtos do RapidMiner.mp4 87.7 MB
05 - Módulos Extras de Capacitação Profissional/07 - Curso Bonus - Soft skills - Desenvolvendo suas habilidades comportamentais/21-Confiança é a base.mp4 87.1 MB
05 - Módulos Extras de Capacitação Profissional/07 - Curso Bonus - Soft skills - Desenvolvendo suas habilidades comportamentais/15-Manifesto para desenvolvimento ágil de software.mp4 81.3 MB
05 - Módulos Extras de Capacitação Profissional/10 - Curso Bônus - Machine Learning com javascript e Go/13-Projeto Machine Learning com JavaScript - Visão Geral.mp4 80.8 MB
03 - Deploy de modelos de machine learning/06 - Deploy com TensorFlow e TFX/25 - Construção do Pipeline MLOps - Componente Transform do Pipeline TFX - Parte 2.mp4 76.1 MB
05 - Módulos Extras de Capacitação Profissional/07 - Curso Bonus - Soft skills - Desenvolvendo suas habilidades comportamentais/05-Compreendendo os diferentes perfis e adaptando o discurso.mp4 75.9 MB
03 - Deploy de modelos de machine learning/06 - Deploy com TensorFlow e TFX/26 - Construção do Pipeline MLOps - Componente Trainer do Pipeline TFX - Parte 2.mp4 75.0 MB
02 - Machine learning em Python e C++/08 - Parte 2 da introdução à linguagem c++/03-Solução do Desafio - Parte 2.mp4 73.3 MB
05 - Módulos Extras de Capacitação Profissional/07 - Curso Bonus - Soft skills - Desenvolvendo suas habilidades comportamentais/12-Como o scrum funciona.mp4 73.0 MB
05 - Módulos Extras de Capacitação Profissional/07 - Curso Bonus - Soft skills - Desenvolvendo suas habilidades comportamentais/11-Trabalho em equipe multidisciplinar em ambiente ágil.mp4 72.9 MB
03 - Deploy de modelos de machine learning/05 - Amazon SageMaker - Parte 02/18 - Executando o Job ETL Para Anonimização dos Dados - Parte 5.mp4 72.2 MB
03 - Deploy de modelos de machine learning/06 - Deploy com TensorFlow e TFX/28 - Construção do Pipeline MLOps - Componente Evaluator do Pipeline TFX.mp4 70.6 MB

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【影视】 Skill Up with Python Data Science and Machine Learning Recipes

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Lesson 2 Perform Sentiment Analysis/004. 2.3 Incorporate Sentiment Analysis into an application.mp4 54.7 MB
Lesson 1 Manipulate and Visualize Data in Jupyter/005. 1.4 Visualize data.mp4 51.2 MB
Lesson 2 Perform Sentiment Analysis/005. 2.4 Analyze with real-world data.mp4 45.8 MB
Lesson 1 Manipulate and Visualize Data in Jupyter/002. 1.1 Get started with Jupyter Notebooks.mp4 41.3 MB
Lesson 1 Manipulate and Visualize Data in Jupyter/003. 1.2 Load data into Jupyter.mp4 40.9 MB
Lesson 3 Work with Image Recognition/004. 3.3 Incorporate image recognition into an application.mp4 39.6 MB
Lesson 4 Scrape Data from the Internet/005. 4.4 Modify web-scraping logic for other websites.mp4 39.5 MB
Lesson 1 Manipulate and Visualize Data in Jupyter/004. 1.3 Manipulate data with Pandas.mp4 34.2 MB
Lesson 4 Scrape Data from the Internet/003. 4.2 Learn the basics of the Beautiful Soup Library.mp4 33.1 MB
Introduction/001. Skill Up with Python Introduction.mp4 31.6 MB
Lesson 4 Scrape Data from the Internet/004. 4.3 Format and use scraped data.mp4 31.1 MB
Lesson 2 Perform Sentiment Analysis/002. 2.1 Learn about Sentiment Analysis Tools in Python.mp4 30.3 MB
Lesson 3 Work with Image Recognition/003. 3.2 Learn the basics of OpenCV.mp4 25.7 MB
Lesson 3 Work with Image Recognition/002. 3.1 Learn about Image Recognition tools in Python.mp4 22.2 MB
Lesson 2 Perform Sentiment Analysis/003. 2.2 Learn the basics of NLTK.mp4 22.1 MB
Lesson 4 Scrape Data from the Internet/002. 4.1 Learn about web-scraping tools in Python.mp4 16.9 MB
Summary/001. Skill Up with Python Summary.mp4 13.1 MB
Lesson 4 Scrape Data from the Internet/001. Learning objectives.mp4 8.4 MB
Lesson 3 Work with Image Recognition/001. Learning objectives.mp4 8.3 MB
Lesson 2 Perform Sentiment Analysis/001. Learning objectives.mp4 7.8 MB

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【影视】 Udemy - Machine Learning, Deep Learning and Bayesian Learning

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03 - Machine Learning Numpy + Scikit Learn/012 CART part 2.mp4 174.6 MB
12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/009 Semantic Segmentation training with PyTorch Lightning.mp4 136.5 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/005 Titanic dataset.mp4 122.0 MB
09 - Deep Learning Recurrent Neural Nets/010 Sequence to Sequence models Prediction step.mp4 109.8 MB
13 - Deep Learning Transformers and BERT/008 Pytorch Lightning + DistilBERT for classification.mp4 107.7 MB
05 - Unsupervised Learning/002 Fashion MNIST PCA.mp4 107.1 MB
09 - Deep Learning Recurrent Neural Nets/005 Deep Learning - Long Short Term Memory (LSTM) Nets.mp4 95.4 MB
03 - Machine Learning Numpy + Scikit Learn/009 Linear Regresson Part 1.mp4 94.9 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/007 Sklearn classification.mp4 94.4 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/019 Area Under Curve (AUC) Part 1.mp4 88.2 MB
09 - Deep Learning Recurrent Neural Nets/008 Sequence to Sequence Introduction + Data Prep.mp4 84.0 MB
10 - Deep Learning PyTorch Introduction/006 Deep Learning with Pytorch Stochastic Gradient Descent.mp4 83.3 MB
03 - Machine Learning Numpy + Scikit Learn/004 Kmeans part 1.mp4 82.2 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/012 FB Prophet part 1.mp4 81.8 MB
06 - Natural Language Processing + Regularization/009 Feature Extraction with Spacy (using Pandas).mp4 80.2 MB
09 - Deep Learning Recurrent Neural Nets/007 Transfer Learning - GLOVE vectors.mp4 78.2 MB
03 - Machine Learning Numpy + Scikit Learn/010 Linear Regression Part 2.mp4 75.0 MB
14 - Bayesian Learning and probabilistic programming/005 Coin Toss Example with Pymc3.mp4 74.1 MB
14 - Bayesian Learning and probabilistic programming/004 Bayesian learning Population estimation pymc3 way.mp4 74.0 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/008 Nose Tip detection with CNNs.mp4 72.0 MB

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