CTR-Prediction | CTR Prediction original paper and personal study notes | Recommender System library
kandi X-RAY | CTR-Prediction Summary
kandi X-RAY | CTR-Prediction Summary
Sharing the CTR Prediction original paper and personal study notes
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Top functions reviewed by kandi - BETA
- Preprocess training
- Build the dictionary
- Build the bounds from the datafile
- Return the value for a given key
- Feature encoder
- Fit the model
- Predict for each feature
- Evaluate the model
- Construct a model function
- Batch normalization layer
- Load training data
- Preprocess the train feature map
- Build the graph
- Check if the model was previously loaded
- Load the Iris dataset
- Generate batches of data
- Build the tf feature
- Test a model
- Build an estimator
- Train a model
- Parse input_fn
- Train logistic regression
- Set TF environment variables
- Run the main function of the base model
- Train GradientClassifier
- Load dataset
- Compute the model metric
CTR-Prediction Key Features
CTR-Prediction Examples and Code Snippets
Community Discussions
Trending Discussions on CTR-Prediction
QUESTION
I have a large csv file (6 GB) and I want to sample 20% of it.
These 20% should be with same distribution as the large original file.
For example, take Kaggles data: https://www.kaggle.com/c/avazu-ctr-prediction/data
I thought about chunks but how can I get the distribution to be the same?
Tried read_csv, fread but without luck.
Please advise how can I do this? My laptop can't handle 6GB csv file.
...ANSWER
Answered 2018-Sep-08 at 02:10It's not clear what you mean by "tried fread, but without luck". Was there a specific error? How much RAM does your laptop have?
On my laptop (with 16GB memory) the file can be read without problems and will take only 3.7GB in RAM when loaded:
QUESTION
I'm developing a CTR prediction model for the Kaggle competition (link). I've read in the first 100,000 lines of data from the training set, then further split this into train/test sets at 80/20 by
...ANSWER
Answered 2017-Feb-21 at 00:04This is happening because you are including the name of the data frame for each variable in the model formula. Instead, your formula should be:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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Install CTR-Prediction
You can use CTR-Prediction like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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