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diff --git a/ml_ai/nueral_nets/README.md b/ml_ai/nueral_nets/README.md new file mode 100644 index 0000000..40b3284 --- /dev/null +++ b/ml_ai/nueral_nets/README.md @@ -0,0 +1,63 @@ +# Neural Networks in Python Youtube tutorial + +https://www.youtube.com/watch?v=aBIGJeHRZLQ + +## Hyper-parameters + +- Batch size: How many data points are we passing through the network during each step. +- Number of Hidden Layers +- Number of Neurons per layer +- Learning Rate: How much do we update the network each step through +- Optimizer: Algorith to update the nueral network + - Adam is very popular +- Dropout: Probability nodes are randomly disconnected during training. If we drop out +nodes randomly the reset of the network has to keep up. Our training data will not be +complete and dropout helps simulate those unknowns. +- Epochs: How many times do we go through our training data + +## How do we choose layers, neurons, and hyperparams +- Use training performance (with a validation split) to guide your decisions + - High accuracy on training, but not validation (overfit) - Reduce # of params. + - Low accuracy on the validation set may mean you are underfitting the data - Increase # of params. +- Automatically search for best hyperparams with a grid search (learning rate, batch size, optimizer, +dropout, etc. ) + +## Activation functions + +Activation functions introduce non-linearity into our neural net calculations. It +is a method that allows us to fit to more complex data and compute more complex things. + +Ex: +- Sigmoid +- Tanh +- ReLU +- Leaky ReLU +- Maxout +- ELU + +### Hidden Layers +To start ReLU isn't a bad way to go in your hidden layers. ReLU avoids the vanishing +gradient problem, and is usually a safe bet. Your mileage may vary. + +### Output Layer +Softmax function is good for single-label classification. (Ex: Is it Red, Yellow, Blue, or Green?) + +Sigmoid is good for multi-label classification. (Ex What is the color and shape? Label1: Color Label2: Shape) + + +### Keras vs PyTorch + +Keras (Uses Tensorflow under the hood.) + +- Great for getting started quickly & rapid experimentation. +- Lacks control & customization for more complex projects. + +Tensorflow + +- Historically the most popular framework for industry +- Can get pretty complicated & documentation isn't always consistent. + +PyTorch + +- Favorite of the research / acedemic community +- Very pythonic syntax, can easily access values throughout the network. \ No newline at end of file diff --git a/ml_ai/nueral_nets/clusters/data/test.csv b/ml_ai/nueral_nets/clusters/data/test.csv new file mode 100644 index 0000000..730ecc4 --- /dev/null +++ b/ml_ai/nueral_nets/clusters/data/test.csv @@ -0,0 +1,1201 @@ +x,y,color +-0.17386771099060572,1.3818524146812923,red +-0.7241481010075042,1.8830076687949011,red +-0.42391534917316087,1.4082969448269056,red +-0.6501619454419638,1.2960671145544425,red +0.9579330352759587,0.6331106854166775,red 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+-0.8945359242943074,2.9640022737510847,purple +0.4266492243204427,3.5111218281631307,purple +-0.4145028000501698,2.7123466147981734,purple +-0.24801755216900112,2.501135022461912,purple diff --git a/ml_ai/nueral_nets/clusters/figure.png b/ml_ai/nueral_nets/clusters/figure.png new file mode 100644 index 0000000..6421262 Binary files /dev/null and b/ml_ai/nueral_nets/clusters/figure.png differ diff --git a/ml_ai/nueral_nets/clusters/network_clusters.py b/ml_ai/nueral_nets/clusters/network_clusters.py new file mode 100644 index 0000000..a74a369 --- /dev/null +++ b/ml_ai/nueral_nets/clusters/network_clusters.py @@ -0,0 +1,41 @@ +import tensorflow as tf +from tensorflow import keras + +import pandas as pd +import numpy as np + +train_df = pd.read_csv('./data/train.csv') +color_dict = {'red': 0, 'blue': 1, 'green': 2, 'teal': 3, 'orange': 4, 'purple': 5} +train_df['color'] = train_df.color.apply(lambda x: color_dict[x]) +np.random.shuffle(train_df.values) + +print(train_df.head()) +print(train_df.color.unique()) + +model = keras.Sequential([ + keras.layers.Dense(32, input_shape=(2,), activation='relu'), + keras.layers.Dense(32, activation='relu'), + keras.layers.Dense(6, activation='sigmoid')]) + +model.compile(optimizer='adam', + loss=keras.losses.SparseCategoricalCrossentropy(from_logits=True), + metrics=['accuracy']) + +x = np.column_stack((train_df.x.values, train_df.y.values)) + +model.fit(x, train_df.color.values, batch_size=4, epochs=10) + +test_df = pd.read_csv('./data/test.csv') +test_x = np.column_stack((test_df.x.values, test_df.y.values)) + +print("EVALUATION") +test_df['color'] = test_df.color.apply(lambda x: color_dict[x]) +model.evaluate(test_x, test_df.color.values) + + +print("Prediction", np.round(model.predict(np.array([[0,3]])))) + + + + + diff --git a/ml_ai/nueral_nets/clusters_two_categories/data/test.csv b/ml_ai/nueral_nets/clusters_two_categories/data/test.csv new file mode 100644 index 0000000..2e6f056 --- /dev/null +++ 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+0.8458216670316294,3.345032800832552,purple,* +0.18387896895761036,2.0755604184049594,purple,* diff --git a/ml_ai/nueral_nets/clusters_two_categories/figure.png b/ml_ai/nueral_nets/clusters_two_categories/figure.png new file mode 100644 index 0000000..385bd7b Binary files /dev/null and b/ml_ai/nueral_nets/clusters_two_categories/figure.png differ diff --git a/ml_ai/nueral_nets/clusters_two_categories/network_clusters_2.py b/ml_ai/nueral_nets/clusters_two_categories/network_clusters_2.py new file mode 100644 index 0000000..877ccbd --- /dev/null +++ b/ml_ai/nueral_nets/clusters_two_categories/network_clusters_2.py @@ -0,0 +1,53 @@ +import tensorflow as tf +from tensorflow import keras + +import pandas as pd +import numpy as np + +# 3 +# [0 0 0 0 0 1 0 0 1] + + +train_df = pd.read_csv('./data/train.csv') +one_hot_color = pd.get_dummies(train_df.color).values +one_hot_marker = pd.get_dummies(train_df.marker).values + +labels = np.concatenate((one_hot_color, one_hot_marker), axis=1) +print(labels[0]) + +print(train_df.head()) + +model = keras.Sequential([ + keras.layers.Dense(64, input_shape=(2,), activation='relu'), + keras.layers.Dense(64, activation='relu'), + keras.layers.Dense(9, activation='sigmoid')]) + +model.compile(optimizer='adam', + loss=keras.losses.BinaryCrossentropy(from_logits=True), + metrics=['accuracy']) + +x = np.column_stack((train_df.x.values, train_df.y.values)) + +np.random.RandomState(seed=42).shuffle(x) +np.random.RandomState(seed=42).shuffle(labels) + +model.fit(x, labels, batch_size=4, epochs=10) + +test_df = pd.read_csv('./data/test.csv') +test_x = np.column_stack((test_df.x.values, test_df.y.values)) + +test_one_hot_color = pd.get_dummies(test_df.color).values +test_one_hot_marker = pd.get_dummies(test_df.marker).values + +test_labels = np.concatenate((test_one_hot_color, test_one_hot_marker), axis=1) + +print("EVALUATION") +model.evaluate(test_x, test_labels) + + +print("Prediction", np.round(model.predict(np.array([[0,3], [0,1], [-2, 1]])))) + + + + + diff --git a/ml_ai/nueral_nets/complex/data/test.csv b/ml_ai/nueral_nets/complex/data/test.csv new file mode 100644 index 0000000..b6e868c --- /dev/null +++ b/ml_ai/nueral_nets/complex/data/test.csv @@ -0,0 +1,5001 @@ +x,y,color +-2.4518387666188577,-3.967665233311747,1.0 +-4.077216106730118,1.0635969554207856,1.0 +1.7186597060801425,-4.612983442393098,1.0 +-2.187173643153064,-4.731947092402101,1.0 +-3.6950857531216617,1.3645957027436397,0.0 +-3.186965286012491,-4.263638214386694,1.0 +0.432436624000454,2.1168323013754,1.0 +-2.738451279711386,2.3692337344258574,1.0 +0.30178813229168266,4.172417002834907,1.0 +3.251232988759206,0.9199219037951352,1.0 +-0.5957731040362626,-3.118097295947485,0.0 +2.0825761281107287,-4.915960854683801,0.0 +0.46439298483816227,-2.851098861540764,1.0 +-0.8077928091224038,-3.224052074313355,0.0 +0.5901829592409369,4.659053269234041,1.0 +3.1210591673691095,3.0686081559336795,0.0 +2.8502373050044207,-0.15774077681064824,1.0 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numpy as np + +train_df = pd.read_csv('./data/train.csv') +np.random.shuffle(train_df.values) + +print(train_df.head()) + +model = keras.Sequential([ + keras.layers.Dense(256, input_shape=(2,), activation='relu'), + keras.layers.Dropout(0.4), + keras.layers.Dense(128, activation='relu'), + keras.layers.Dropout(0.4), + keras.layers.Dense(128, activation='relu'), + keras.layers.Dense(2, activation='sigmoid')]) + +model.compile(optimizer='adam', + loss=keras.losses.SparseCategoricalCrossentropy(from_logits=True), + metrics=['accuracy']) + +x = np.column_stack((train_df.x.values, train_df.y.values)) + +model.fit(x, train_df.color.values, batch_size=32, epochs=20) + +test_df = pd.read_csv('./data/test.csv') +test_x = np.column_stack((test_df.x.values, test_df.y.values)) + +print("EVALUATION") +model.evaluate(test_x, test_df.color.values) + + + + + diff --git a/ml_ai/nueral_nets/linear/data/test.csv b/ml_ai/nueral_nets/linear/data/test.csv new file mode 100644 index 0000000..ad92bdc --- 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+0.232950629911306,-0.7234049429975189,1.0 diff --git a/ml_ai/nueral_nets/linear/figure.png b/ml_ai/nueral_nets/linear/figure.png new file mode 100644 index 0000000..4cd81ab Binary files /dev/null and b/ml_ai/nueral_nets/linear/figure.png differ diff --git a/ml_ai/nueral_nets/linear/network_linear.py b/ml_ai/nueral_nets/linear/network_linear.py new file mode 100644 index 0000000..dbd2649 --- /dev/null +++ b/ml_ai/nueral_nets/linear/network_linear.py @@ -0,0 +1,71 @@ +""" +In this example we are trying to predict color of a point only with the x and y values. + +x,y,color +x : X coordinate on a cartisian coordinate plain +y : Y coordinate on a cartision coordinate plain +color: One of two values (0 , 1). + +""" + +import tensorflow as tf +from tensorflow import keras + +import pandas as pd +import numpy as np + +train_df = pd.read_csv('./data/train.csv') + +# You always want to shuffle your training data. This can avoid things like in this particular +# Set of training data, where our colors are all grouped in sequence. We want to avoid having +# Highly correalated data next to each other. Much more like how we will see in the wild. + +# This shuffle method works in place. You do not need to set the result to another variable. +np.random.shuffle(train_df.values) + +print(train_df.head()) + +# Sequential here lets us define our layers in sequence from input to output. +# This example is using a fully connected feed forward network (Dense). +# 2 Input -> 4 Hidden -> 2 output +model = keras.Sequential([ + # Our input data is x and y + keras.layers.Dense(4, input_shape=(2,), activation='relu'), + keras.layers.Dense(2, activation='sigmoid')]) + +# You can view what a loss function here is https://www.tensorflow.org/api_docs/python/tf +# CategoricalCrossentropy is encoded in a "One hot" fashion. SparseCategoricalCrossentropy +# Expects two or more labels to be encoded as integers. + +# Don't know what Logits means? https://stackoverflow.com/questions/34240703/what-is-logits-softmax-and-softmax-cross-entropy-with-logits + +# So we aren't using input values between 0 and 1 so we want to use the keyword. + +model.compile(optimizer='adam', + loss=keras.losses.SparseCategoricalCrossentropy(from_logits=True), + metrics=['accuracy']) + + +print(train_df.head()) + +# Converts dataframe to a numpy array stacking the two input values together +x = np.column_stack((train_df.x.values, train_df.y.values)) + +# TUNING ################### + +# Look up what the arg values are expected or supported. Here they are using a np array but there +# Are other acceptable values. +# model.fit(x, train_df.color.values, batch_size=16) # 50-ish % +# model.fit(x, train_df.color.values, batch_size=4) # 81-ish % +# Try going back and doubling (8) the the hidden layer size. I got 88% accuracy. + +# Running 5 epochs showed that the NN can classify 100% of the training data correctly +# This makes sense because our data is linear and well labeled. +model.fit(x, train_df.color.values, batch_size=4, epochs=5) + +test_df = pd.read_csv('./data/test.csv') +test_x = np.column_stack((test_df.x.values, test_df.y.values)) + +print("EVALUATION") +# Is this a "manual" holdout? +model.evaluate(test_x, test_df.color.values) diff --git a/ml_ai/nueral_nets/quadratic/data/test.csv b/ml_ai/nueral_nets/quadratic/data/test.csv new file mode 100644 index 0000000..338d7ac --- /dev/null +++ b/ml_ai/nueral_nets/quadratic/data/test.csv @@ -0,0 +1,1001 @@ +x,y,color +-0.7096941625462572,1.9029528836726144,0.0 +1.3580630742231872,2.923886575502412,0.0 +-0.6841741770348531,2.125849963706411,0.0 +3.1903836568401065,11.425374119856578,0.0 +-1.225524232311642,3.1784161786065193,0.0 +1.0665005026329517,2.3826871420484,0.0 +1.011963332474429,2.34802210817194,0.0 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+-0.09432202289648295,-1.5684575792581785,1.0 +-0.17894698783116603,-1.700145808012158,1.0 +0.957273482453104,-0.7589705891963454,1.0 +0.9836388839823043,-0.6659046666930706,1.0 +-2.4716530996260513,4.410419908690034,1.0 +-4.837127038790358,21.91173589468564,1.0 +-2.159130266368857,3.1096451099533993,1.0 +-4.506704865600495,19.178030131901775,1.0 +-0.0003437493543128056,-1.611153215506796,1.0 +3.9814673560050053,14.326528507239786,1.0 +-3.0506732694456073,7.392351777898996,1.0 diff --git a/ml_ai/nueral_nets/quadratic/figure.png b/ml_ai/nueral_nets/quadratic/figure.png new file mode 100644 index 0000000..476695a Binary files /dev/null and b/ml_ai/nueral_nets/quadratic/figure.png differ diff --git a/ml_ai/nueral_nets/quadratic/network_quadratic.py b/ml_ai/nueral_nets/quadratic/network_quadratic.py new file mode 100644 index 0000000..2841753 --- /dev/null +++ b/ml_ai/nueral_nets/quadratic/network_quadratic.py @@ -0,0 +1,34 @@ +import tensorflow as tf +from tensorflow import keras + +import pandas as pd +import numpy as np + +train_df = pd.read_csv('./data/train.csv') +np.random.shuffle(train_df.values) + +print(train_df.head()) + +model = keras.Sequential([ + keras.layers.Dense(32, input_shape=(2,), activation='relu'), + keras.layers.Dense(32, activation='relu'), + keras.layers.Dense(2, activation='sigmoid')]) + +model.compile(optimizer='adam', + loss=keras.losses.SparseCategoricalCrossentropy(from_logits=True), + metrics=['accuracy']) + +x = np.column_stack((train_df.x.values, train_df.y.values)) + +model.fit(x, train_df.color.values, batch_size=4, epochs=10) + +test_df = pd.read_csv('./data/test.csv') +test_x = np.column_stack((test_df.x.values, test_df.y.values)) + +print("EVALUATION") +model.evaluate(test_x, test_df.color.values) + + + + + diff --git a/ml_ai/requirements.in b/ml_ai/requirements.in new file mode 100644 index 0000000..6c2e635 --- /dev/null +++ b/ml_ai/requirements.in @@ -0,0 +1,2 @@ +tensorflow +pandas \ No newline at end of file diff --git a/ml_ai/requirements.txt b/ml_ai/requirements.txt new file mode 100644 index 0000000..ccf0617 --- /dev/null +++ b/ml_ai/requirements.txt @@ -0,0 +1,48 @@ +# +# This file is autogenerated by pip-compile +# To update, run: +# +# pip-compile ml_ai/requirements.in +# +absl-py==0.9.0 # via tensorboard, tensorflow +astunparse==1.6.3 # via tensorflow +cachetools==4.1.0 # via google-auth +certifi==2020.4.5.1 # via requests +chardet==3.0.4 # via requests +gast==0.3.3 # via tensorflow +google-auth-oauthlib==0.4.1 # via tensorboard +google-auth==1.14.3 # via google-auth-oauthlib, tensorboard +google-pasta==0.2.0 # via tensorflow +grpcio==1.29.0 # via tensorboard, tensorflow +h5py==2.10.0 # via tensorflow +idna==2.9 # via requests +importlib-metadata==1.6.0 # via markdown +keras-preprocessing==1.1.2 # via tensorflow +markdown==3.2.2 # via tensorboard +numpy==1.18.4 # via h5py, keras-preprocessing, opt-einsum, pandas, scipy, tensorboard, tensorflow +oauthlib==3.1.0 # via requests-oauthlib +opt-einsum==3.2.1 # via tensorflow +pandas==1.0.3 # via -r ml_ai/requirements.in +protobuf==3.12.0 # via tensorboard, tensorflow +pyasn1-modules==0.2.8 # via google-auth +pyasn1==0.4.8 # via pyasn1-modules, rsa +python-dateutil==2.8.1 # via pandas +pytz==2020.1 # via pandas +requests-oauthlib==1.3.0 # via google-auth-oauthlib +requests==2.23.0 # via requests-oauthlib, tensorboard +rsa==4.0 # via google-auth +scipy==1.4.1 # via tensorflow +six==1.14.0 # via absl-py, astunparse, google-auth, google-pasta, grpcio, h5py, keras-preprocessing, protobuf, python-dateutil, tensorboard, tensorflow +tensorboard-plugin-wit==1.6.0.post3 # via tensorboard +tensorboard==2.2.1 # via tensorflow +tensorflow-estimator==2.2.0 # via tensorflow +tensorflow==2.2.0 # via -r ml_ai/requirements.in +termcolor==1.1.0 # via tensorflow +urllib3==1.25.9 # via requests +werkzeug==1.0.1 # via tensorboard +wheel==0.34.2 # via astunparse, tensorboard, tensorflow +wrapt==1.12.1 # via tensorflow +zipp==3.1.0 # via importlib-metadata + +# The following packages are considered to be unsafe in a requirements file: +# setuptools diff --git a/pelican_blog/Makefile b/pelican_blog/Makefile new file mode 100644 index 0000000..9c98540 --- /dev/null +++ b/pelican_blog/Makefile @@ -0,0 +1,75 @@ +PY?=python3 +PELICAN?=pelican +PELICANOPTS= + +BASEDIR=$(CURDIR) +INPUTDIR=$(BASEDIR)/content +OUTPUTDIR=$(BASEDIR)/output +CONFFILE=$(BASEDIR)/pelicanconf.py +PUBLISHCONF=$(BASEDIR)/publishconf.py + + +DEBUG ?= 0 +ifeq ($(DEBUG), 1) + PELICANOPTS += -D +endif + +RELATIVE ?= 0 +ifeq ($(RELATIVE), 1) + PELICANOPTS += --relative-urls +endif + +help: + @echo 'Makefile for a pelican Web site ' + @echo ' ' + @echo 'Usage: ' + @echo ' make html (re)generate the web site ' + @echo ' make clean remove the generated files ' + @echo ' make regenerate regenerate files upon modification ' + @echo ' make publish generate using production settings ' + @echo ' make serve [PORT=8000] serve site at http://localhost:8000' + @echo ' make serve-global [SERVER=0.0.0.0] serve (as root) to $(SERVER):80 ' + @echo ' make devserver [PORT=8000] serve and regenerate together ' + @echo ' make ssh_upload upload the web site via SSH ' + @echo ' make rsync_upload upload the web site via rsync+ssh ' + @echo ' ' + @echo 'Set the DEBUG variable to 1 to enable debugging, e.g. make DEBUG=1 html ' + @echo 'Set the RELATIVE variable to 1 to enable relative urls ' + @echo ' ' + +html: + $(PELICAN) $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) + +clean: + [ ! -d $(OUTPUTDIR) ] || rm -rf $(OUTPUTDIR) + +regenerate: + $(PELICAN) -r $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) + +serve: +ifdef PORT + $(PELICAN) -l $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) -p $(PORT) +else + $(PELICAN) -l $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) +endif + +serve-global: +ifdef SERVER + $(PELICAN) -l $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) -p $(PORT) -b $(SERVER) +else + $(PELICAN) -l $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) -p $(PORT) -b 0.0.0.0 +endif + + +devserver: +ifdef PORT + $(PELICAN) -lr $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) -p $(PORT) +else + $(PELICAN) -lr $(INPUTDIR) -o $(OUTPUTDIR) -s $(CONFFILE) $(PELICANOPTS) +endif + +publish: + $(PELICAN) $(INPUTDIR) -o $(OUTPUTDIR) -s $(PUBLISHCONF) $(PELICANOPTS) + + +.PHONY: html help clean regenerate serve serve-global devserver publish \ No newline at end of file diff --git a/pelican_blog/README.md b/pelican_blog/README.md new file mode 100644 index 0000000..4f058f3 --- /dev/null +++ b/pelican_blog/README.md @@ -0,0 +1,11 @@ +# Runcible Blog + +Making use of the Pelican static site generator to build a blog. Following [this tutorial](https://shahayush.com/2020/03/web-pelican-pt1-setup/.). +It makes use of the [Flex theme](https://github.com/alexandrevicenzi/Flex), but I like the [Bulrush](https://github.com/textbook/bulrush). Alternatively, [Pneumatic](https://github.com/iKevinY/pneumatic) looks pretty minimal and maybe a good choice for a code blog. + + + +``` +make html +make serve +``` \ No newline at end of file diff --git a/pelican_blog/output/archives.html b/pelican_blog/output/archives.html new file mode 100644 index 0000000..80a6bd8 --- /dev/null +++ b/pelican_blog/output/archives.html @@ -0,0 +1,127 @@ + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +"):o.push(null==(n=i.text)?"":n),o.push('