Useful and practical post on pandas indexing
Link: https://www.shanelynn.ie/select-pandas-dataframe-rows-and-columns-using-iloc-loc-and-ix/
#beginner #pandas #practical #novice #entrylevel
Link: https://www.shanelynn.ie/select-pandas-dataframe-rows-and-columns-using-iloc-loc-and-ix/
#beginner #pandas #practical #novice #entrylevel
www.shanelynn.ie
Pandas iloc and loc – quickly select data in DataFrames
The iloc, loc and ix indexers for Python Pandas select rows and columns from DataFrames. Simple guide to find data by position, label & conditional statements.
🥇Parameter optimization in neural networks.
Play with three interactive visualizations and develop your intuition for optimizing model parameters.
Link: https://www.deeplearning.ai/ai-notes/optimization/
#interactive #demo #optimization #parameteroptimization #novice #entrylevel #beginner #goldcontent #nn #neuralnetwork
Play with three interactive visualizations and develop your intuition for optimizing model parameters.
Link: https://www.deeplearning.ai/ai-notes/optimization/
#interactive #demo #optimization #parameteroptimization #novice #entrylevel #beginner #goldcontent #nn #neuralnetwork
Great collection and reviews for top online machine and deep learning courses
Post covers short reviews and suggested order in which course could be taken, along with the links at great prerequisites.
Link: http://thegrandjanitor.com/2016/08/15/learning-deep-learning-my-top-five-resource/
#DL #ML #MOOC #novice #entrylevel
Post covers short reviews and suggested order in which course could be taken, along with the links at great prerequisites.
Link: http://thegrandjanitor.com/2016/08/15/learning-deep-learning-my-top-five-resource/
#DL #ML #MOOC #novice #entrylevel
LSTM on Amazon Food Reviews using Google Collaboratory
Article describing how to build easy and small #LSTM network to predict review score based on its text, using #GoogleCollab. This is an #entrylevel post, useful if you have medium experience in #NLP.
Link: https://medium.com/@theodoxbolt/lstm-on-amazon-food-reviews-using-google-collaboratory-34b1c2eceb80
#novice
Article describing how to build easy and small #LSTM network to predict review score based on its text, using #GoogleCollab. This is an #entrylevel post, useful if you have medium experience in #NLP.
Link: https://medium.com/@theodoxbolt/lstm-on-amazon-food-reviews-using-google-collaboratory-34b1c2eceb80
#novice
Great collections of Data Science learning materials
The list includes free books and online courses on range of DS-related disciplines:
Machine learning (#ML)
Deep Learning (#DL)
Reinforcement learning (#RL)
#NLP
Tutorials on #Keras, #Tensorflow, #Torch, #PyTorch, #Theano
Notable researchers, papers and even #datasets. It is a great place to start reviewing your knowledge or learning something new.
Link: https://hackmd.io/@chanderA/aiguide
#wheretostart #entrylevel #novice #studycontent #studymaterials #books #MOOC #meta
The list includes free books and online courses on range of DS-related disciplines:
Machine learning (#ML)
Deep Learning (#DL)
Reinforcement learning (#RL)
#NLP
Tutorials on #Keras, #Tensorflow, #Torch, #PyTorch, #Theano
Notable researchers, papers and even #datasets. It is a great place to start reviewing your knowledge or learning something new.
Link: https://hackmd.io/@chanderA/aiguide
#wheretostart #entrylevel #novice #studycontent #studymaterials #books #MOOC #meta
GANs from Scratch 1: A deep introduction.
Great introduction and tutorial. With code in PyTorch and TensorFlow
Link: https://medium.com/ai-society/gans-from-scratch-1-a-deep-introduction-with-code-in-pytorch-and-tensorflow-cb03cdcdba0f
#tensorflow #pytorch #GAN #tutorial #entrylevel #novice #wheretostart
Great introduction and tutorial. With code in PyTorch and TensorFlow
Link: https://medium.com/ai-society/gans-from-scratch-1-a-deep-introduction-with-code-in-pytorch-and-tensorflow-cb03cdcdba0f
#tensorflow #pytorch #GAN #tutorial #entrylevel #novice #wheretostart
Data Science by ODS.ai 🦜
🔥🔥🔥Tomorrow we will hold an AMA session with Alexey Moiseenkov — ex-founder of #Prisma app (2016), which made neural networks popular and commodity nowadays. Now he works on #Capture app, bringing power of visual search in attempt to revolutionize messagers…
AMA today at 15:00 GMT (in 4 hours). In a couple of hours we will publish link to private chat for AMA session.
Stay tuned, prepare your questions. Please do not ask trivial and gramatically incorrect questions like 'where to start data science'.
First of all, use search, we have nice collections of resources for starting a DS career, tagged with #wheretostart #entrylevel #novice. Secondly, pay respect to our guest and ask questions more relevant to his area of experise.
Stay tuned, prepare your questions. Please do not ask trivial and gramatically incorrect questions like 'where to start data science'.
First of all, use search, we have nice collections of resources for starting a DS career, tagged with #wheretostart #entrylevel #novice. Secondly, pay respect to our guest and ask questions more relevant to his area of experise.
Simple comic on how #ML works from #Google
Make sure you save the link (or this message) to show it to people without great technical background for it is one of the best and clear explanations there is.
Link: https://cloud.google.com/products/ai/ml-comic-1/
#wheretostart #entrylevel #novice #explainingtochildren
Make sure you save the link (or this message) to show it to people without great technical background for it is one of the best and clear explanations there is.
Link: https://cloud.google.com/products/ai/ml-comic-1/
#wheretostart #entrylevel #novice #explainingtochildren
Google Cloud
Learning Machine Learning | Cloud AI | Google Cloud
Machine Learning Comic
Implementing Transfer Learning in PyTorch
Fine-tuning and feature extraction with PyTorch
Link: https://medium.com/analytics-vidhya/transfer-learning-in-pytorch-f7736598b1ed
#PyTorch #novice #entrylevel #beginner
Fine-tuning and feature extraction with PyTorch
Link: https://medium.com/analytics-vidhya/transfer-learning-in-pytorch-f7736598b1ed
#PyTorch #novice #entrylevel #beginner
Medium
Implementing Transfer Learning in PyTorch
Transfer Learning is a technique where a model trained for a certain task is used for another similar task.
All the vector algebra you need for understanding neural networks
Article contains great explanations and description of matrix calculus you need to know and understand to really grok neural networks.
Link: https://explained.ai/matrix-calculus/index.html
#WhereToStart #entrylevel #novice #base #DL #nn
Article contains great explanations and description of matrix calculus you need to know and understand to really grok neural networks.
Link: https://explained.ai/matrix-calculus/index.html
#WhereToStart #entrylevel #novice #base #DL #nn
explained.ai
The Matrix Calculus You Need For Deep Learning
Most of us last saw calculus in school, but derivatives are a critical part of machine learning, particularly deep neural networks, which are trained by optimizing a loss function. This article is an attempt to explain all the matrix calculus you need in…