{"repo":"jdvelasq/courses","free":true,"listed":false,"github":"https://github.com/jdvelasq/courses","clone":"git clone https://github.com/jdvelasq/courses.git","description":"Material de apoyo para cursos, Facultad de Minas, Universidad Nacional de Colombia","language":"Python","stars":20,"topics":["analytics","data-science","big-data","big-data-analytics","training-materials"],"license":"MIT","category":"analytics","readme_excerpt":"Cambios al curso de Fundamentos de Analitica =============================================================================== Week 01: Introducción a Analytics Week 02: Programación en Python Week 03: Pandas Week 04: Ingesta y limpieza de datos Week 05: Visualización de datos Week 06: Fundamentos de estadística Descriptive Statistics Inferential Statistics FIFA Worl Cup Analysis Fitness product customer football analysis Assesment: Movielens project Week 07: Fundamentos de ML (gradiente) Week 08: Validación cruzada y bootstrap Week 09: Clustering EDA, PCA & t-SNE Clustering: k-means, dbscan, gaussian mixture Genetic Codes Finding themes in the project description PCA identifying cases Grouping news stories Week 10: Machine learning ------------------------------------------------------------------------------- Introduction to supervised learning: regression Introduction to supervised learning: classification Predicting wages Gender wage gap The effect of gun ownership on homicide rates logistic regression the challenger disaster Week 11: Learning break ------------------------------------------------------------------------------- Week 12: Practical data science ------------------------------------------------------------------------------- Decision trees Random forests Support vector machines Perceptron Time series (introduction) Week 13: Deep Learning ------------------------------------------------------------------------------- Intro to neural networks Convolutional neural","default_branch":null,"files":null,"tree":[],"storefront":"/r/jdvelasq","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/jdvelasq/courses/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}