Real data science problems with Python

سرفصل های دوره

Practice machine learning and data science with real problems

1 - Introduction

1 - Introduction

2 - Wines

2 - Predicting Wine characteristics Using GridsearchCV

2 - wine.zip

3 - Doing Machine learning with Audio Classifying sounds

3 - Audio.zip

3 - Reading WAV files and extracting features

3 - audio-Rcode.zip

4 - Classifying words using Adaboost and SVM

4 - audio.zip

5 - Classifying words using Multilayer Perceptron Deep Neural networks

5 - audio-neural.zip

5 - data-model-neural.csv

5 - validation-neural.csv

4 - Nuclear reactors in the US

6 - Predicting nuclear output in the US via MLP and SVR

7 - Multioutput neural networks

5 - Clustering

8 - KMeans and PCA on a real dataset containing data for 168 countries

8 - real-clustering.zip

6 - Used car prices for German Ebay

9 - Incremental training in Keras

9 - autos.csv.zip

9 - incremental-deep-learning.zip

7 - Identifying poisonous mushrooms

10 - Poisonous mushrooms detection using Kaggle Data

10 - mushroom.zip

11 - Classifying mushrooms using a super GPU on AWS

11 - mushrooms.csv

11 - mushroom-neural-nets.zip

8 - Plotting

12 - Heatmaps plotting traffic camera revenues in Chicago and Homicides in the US

12 - lat-long.csv

12 - map.zip

9 - Useful image classes

13 - A class that maps Black&White images to Python objects

13 - matrix-cv-ml.zip

13 - tri.zip

14 - A class that maps RGB Images to Python objects

14 - matrix-cv-ml3d.zip

10 - Image classification

15 - Detecting hands in pictures via Convolutional Neural Networks

15 - Ex1.zip

15 - HandPositions.zip

15 - keras-cnn.zip

16 - BoltsNuts.zip

16 - Identifying bolts and nuts in images

16 - keras-cnn-boltsnuts.zip

17 - Identifying bolts and nuts by calculating polygons

17 - image-processing.zip

17 - x.zip

17 - xx.zip

17 - xxx.zip

17 - xxxx.zip

11 - Working with Video

18 - Processing video in real time using OpenCV

18 - matrix-cv-ml.zip

18 - video.zip

19 - Ex1.zip

19 - Machine learning on real time video

19 - matrix-cv-ml.zip

19 - video.zip

20 - Following a marker on the screen

20 - video2.zip

12 - Sentiment analysis and social media

21 - Sentiment analysis

21 - selfdrive.zip

22 - Sentiment analysis on self driving cars

22 - selfdrive2.zip

13 - Forecasting

23 - Intro to time series

23 - time-series.csv

23 - time-series2.csv

23 - time-series3.csv

24 - Forecasting the US GDPPart1

24 - US-GDPC1.csv

24 - timeseries.zip

25 - Forecasting the US GDP Part2

26 - Forecasting London property prices

26 - new-houses-london.csv

26 - timeseries2.zip

14 - House Prices in the US

27 - Predicting real house prices using ExtraTrees

27 - house-prices-kingcounty.zip

27 - kc-house-data.csv

28 - Estimating contributions in US house prices via regression

28 - house-prices-kingcounty-lasso.zip

15 - SPAM

29 - Detecting spam in real SMS data

29 - spam.csv

29 - spam-bernoulli-naive.zip

29 - spam-multiomial-naive.zip

16 - Economics

30 - Predicting whether income exceeds 50K using logistic regression

30 - gt-50k.zip

31 - Predicting the GDP based on socioeconomic variables

31 - gdp-predictions.zip

139,000 تومان

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تولید کننده: Udemy-Training