Viraj Tank

Sociomantic Labs

@viraj49

Viraj Tank

@viraj49

Decision Making For Machines

 

  
  // Drunk, Fix Later
  
  // Magic, Do Not Touch

AI / ML

HISTORY

1950

Alan Turing creates the “Turing Test” to determine if a computer has real intelligence. To pass the test, a computer must be able to fool a human into believing it is also human.

1952

Arthur Samuel wrote the first computer learning program. The program was the game of checkers, and the IBM computer improved at the game the more it played, studying which moves made up winning strategies and incorporating those moves into its program.

1957

Frank Rosenblatt designed the first neural network for computers (the perceptron), which simulate the thought processes of the human brain.

'67, '79, '81, '85, '90, '97, '06

Numerous scientists and engineers worked hard.


  // This Magical Library Solves My PROBLEM.
  import magicalLibrary

Torch

Caffe

Theano

OpenCV

Paddle

Gluon

Keras

DyNet

2015

Tensorflow was introduced.


  // Tensorflow solves my PROBLEM.
  import tensorflow as tf

Why is it a

BIG DEAL?

AI in a Nutshell

7 steps of ML

1. Gathering Data

2. Preparing Data

MetaData

  • 2 red eyes

  • 4 green ears

  • Seen in RM

  • ETC

3. Selecting Model

4. Training

Model

YES

NO

YES

5. Evaluation

Model

Evaluation

  • Accuracy

  • Precision

  • Loss

  • ETC

Remaining 20% Data

6. Parameter Tuning

7. Prediction

Tensor (Flow)

a) O = x1 + x2 + x3

b) O = (x1 * x2) + x3

Restaurant Recommendation Engine For

Mobile Team

Design Algorithm

Design Algorithm

Data


  int arr[3][3][3]=   
        {
            {
            {11, 12, 13},
            {14, 15, 16},
            {17, 18, 19}
            },
            {
            {21, 22, 23},
            {24, 25, 26},
            {27, 28, 29}
            },
            {
            {31, 32, 33},
            {34, 35, 36},
            {37, 38, 39}
            },
        };

Algorithm

  • Content Based Recommendation (CBR)

  • Collaborative filtering (CF)

  • ETC


  int arr[3][3][3]=   
        {
            {
            {11, 12, 13},
            {14, 15, 16},
            {17, 18, 19}
            },
            {
            {21, 22, 23},
            {24, 25, 26},
            {27, 28, 29}
            },
            {
            {31, 32, 33},
            {34, 35, 36},
            {37, 38, 39}
            },
        };

Azzam

  • Decision making for machines

  • ML/AI History

  • 7 Steps in Deep Learning

  • Designing Recommendation Engine

www.tensorflow.org

FREE

FREE

FREE

Theano

TensorFlow

Framework for creating DeepMind Models

Clients

Web

Mobile

TensorFlowLite


  // Load the model from disk.
  TensorFlowInferenceInterface inferenceInterface =
  new TensorFlowInferenceInterface(assetManager, modelFilename);

  // Copy the input data into TensorFlow.
  inferenceInterface.feed(inputName, floatValues, 1, inputSize, inputSize, 3);

  // Run the inference call.
  inferenceInterface.run(outputNames, logStats);

  // Copy the output Tensor back into the output array.
  inferenceInterface.fetch(outputName, outputs);

Android Demo Time

Summary

  • AI History

  • Deep learning steps

  • Recommendation engine

  • Tensorflow basics

  • Good for ML experiments

  • Good for Mobile clients

Thanks

Questions?

Tensorflow

By Viraj Tank

Tensorflow

Using Tensorflow in web and mobile.

  • 71

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