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How to Add Uncertainty Estimation to your Models with Conformal Prediction
https://miro.medium.com/max/1200/0*XG192viu0eboZPqj Original Source Here import numpy as npimport matplotlib.pyplot as pltfrom sklearn.datasets import load_iris, load_bostonfrom sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressorfrom nonconformist.icp import IcpClassifier, IcpRegressorfrom nonconformist.nc import ClassifierNc, MarginErrFunc, ClassifierAdapter, RegressorNc, AbsErrorErrFuncfrom sklearn.model_selection import train_test_splitdef regression_calibration_curve(estimator, X, y, alphas=np.linspace(0.1,1,10, endpoint=True)): errors = [] interval_sizes = [] for a in alphas: pred = estimator.predict(X_test, significance=a) interval_sizes.append(np.mean([y-x for x,Continue reading “How to Add Uncertainty Estimation to your Models with Conformal Prediction”
Forecasting News Coverage
Original Source Here Forecasting News Coverage An introduction to datafloat.ai Photo by Good Good Good on Unsplash Forecasting is a journey. We learned a lot along the way. We made mistakes (we still do). In our blog we try to document those learnings as they happen. In Predicto, it’s important to iterate and experiment withContinue reading “Forecasting News Coverage”
Engaging ML Tracking and Visualization : Sit Back and Relax
Original Source Here Engaging ML Tracking and Visualization : Sit Back and Relax Chapter 1 — W&B Learn Something New: The Golden Pheasant are popularly known as the ‘Chinese Pheasant’ as they are native to Western and Central China, living primarily in the mountainous forests. From The New York Public Library — https://on.nypl.org/3zwIhFJ The worldContinue reading “Engaging ML Tracking and Visualization : Sit Back and Relax”
Impacts of Cybercrimes on Indian Youth-A critical Analysis of Cybercrime Policies.
Original Source Here Impacts of Cybercrimes on Indian Youth-A critical Analysis of Cybercrime Policies. Introduction Before the implementation of cybersecurity rules and regulations, every administration kept in mind the results that might be feasible in case of a decline in the cybercrime rate. Therefore, the impacts of cybercrimes are more catastrophic than ordinary cyber criminalitiesContinue reading “Impacts of Cybercrimes on Indian Youth-A critical Analysis of Cybercrime Policies.”
Complete Machine Learning Breakdown
Original Source Here Complete Machine Learning Breakdown Machine learning evolved from LEFT to RIGHT as you can see from the diagram given above. Firstly, researchers started off with Supervised Learning, this is where the machine is made to learning with some sort of supervision, the best example would be the house price prediction problem statement,Continue reading “Complete Machine Learning Breakdown”
14 Pandas Operations That Every Data Scientist Must Know!
https://miro.medium.com/max/1200/0*sfatXQPwIQWMExmw Original Source Here 7. Merging the values: ### Creating a dataframeimport pandas as pddataset1 = {‘Fruits’: [“Apple”, “Mango”, “Grapes”, “Strawberry”, “Oranges”], ‘Supply’: [30, 15, 10, 25, 20]}dataset2 = {‘Fruits’: [“Melons”, “Pear”], ‘Supply’: [10, 20]}# Create DataFramedf1 = pd.DataFrame(dataset1)df2 = pd.DataFrame(dataset2)# Print the output.df1.merge(df2, how = “outer”) Image By Author Assume that we have twoContinue reading “14 Pandas Operations That Every Data Scientist Must Know!”
دستیاران دیجیتال که خود را با نیازهای هر فروشگاه تطبیق می‌دهند
Original Source Here دستیاران دیجیتال که خود را با نیازهای هر فروشگاه تطبیق می‌دهند پاندمی کرونا به ما آموخت که تقریباً همه شرکت‌ها در نهایت مجبور به فروش محصولات خود در اینترنت هستند. ربات‌ها فناوری هستند که تجارت الکترونیک را تسهیل می‌کنند. این ربات‌ها می‌توانند دستیاران دیجیتال باشند که به سوالات مشتریان در مورد کالاهاییContinue reading “دستیاران دیجیتال که خود را با نیازهای هر فروشگاه تطبیق می‌دهند”
PYTHON BASICS, PYTHON 101 Introduction Python is a “high level-programming language and its core…
Original Source Here PYTHON BASICS, PYTHON 101 Introduction Python is a “high level-programming language and its core design philosophy is all about the code readability, and a syntax which allows programmers to express concepts in a few lines of code” Guido Van Rossum. Popularity of the language grew due to its wide range of applicationContinue reading “PYTHON BASICS, PYTHON 101 Introduction Python is a “high level-programming language and its core…”
Human Brain Neuron And Artificial Neuron
Original Source Here Human Brain Neuron And Artificial Neuron Neural networks are a little different compared to other machine learning algorithms in terms of learning. Neural networks are loosely inspired by neurons in the human brain. Neural networks are made up of artificial neurons. As you might be already aware, the human brain is madeContinue reading “Human Brain Neuron And Artificial Neuron”
Five Altcoins To Watch and Invest In
Original Source Here Five Altcoins To Watch and Invest In In the past few months, cryptocurrencies have been taking sporadic beatings, with several big-name cryptos plummeting to more than 50 per cent since April. Including Bitcoin, which lost nearly 50% of its value. Dogecoin shed 60% of its worth and Etherium, which has lost overContinue reading “Five Altcoins To Watch and Invest In”
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