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Experience Fixstars Amplify in your browser through demo applications

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    Tutorials (applied)

    Black-Box Optimization (4)

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    In this tutorial, we design the airfoil shape to maximize the lift-to-drag ratio based on fluid flow simulations. We use black-box optimization with a machine-learning model and simulated annealing for non-binary decision variables.

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    Black-Box Optimization (3)

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    In this tutorial, we optimize the operating condition of a chemical reactor to maximize its production. We use black-box optimization based on a machine-learning model and chemical reaction simulations.

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    Black-Box Optimization (2)

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    Here, we demonstrate black-box optimization using machine learning and an Ising machine/quantum annealer for material exploration to realize a model high-temperature superconducting material.

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    Black-Box Optimization (1)

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    Black-box optimization (BBO) can be applied to complex and unknown functions. In this tutorial, we introduce and implement BBO using machine learning and combinatorial optimization with Fixstars Amplify.

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    Demo Application

    Solving Picross Puzzles

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    As an example of a complex QUBO formulation, we will develop an application that solves Picross, a puzzle game in which the user paints squares and completes a picture based on clues given by numbers.

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    Demo Application

    Ride Sharing

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    In this tutorial, we optimize the assignment of people and cars for collective ridesharing, to minimize the distance traveled by each person and the number of cars.

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    Demo Application

    Sudoku

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    Sudoku is a popular number-placement puzzle. Here, we learn how to formulate and implement a Sudoku solver as a combinatorial optimization problem.

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    Demo Application

    Traveling Salesman Problem

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    In this tutorial, we learn the traveling salesman problem and implement a solver.

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    Demo Application

    Graph Coloring Problem

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    In this tutorial, we solve a graph coloring problem, where we assign colors to the vertices of a graph under given constraints.

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    Using Different Machines

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    This example code contains the minimal code for using all available machines with Amplify SDK.

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    Taxi Matching Problem

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    Here, we solve a taxi matching problem, where the cost of dispatching a taxi is minimized given multiple customers and multiple taxi locations.

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    Meeting Room Allocation Problem

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    In this tutorial, we will develop an application to solve a meeting room allocation problem based on constrained combination optimization.

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    Imposing Constraints on Decision Variables

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    This tutorial describes how to impose constraints on the decision variables in Amplify SDK.

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    Using Polynomials

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    This tutorial introduces the Amplify feature to formulate objective functions using polynomials.

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    Image Noise Reduction

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    Combinatorial optimization can be used for noise reduction. Here, we will implement a combinatorial optimization solver to reduce noise in an image.

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    Combinatorial Optimization

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    Number partitioning is a typical combinatorial optimization problem. In this tutorial, we will use Amplify to solve a number partitioning problem.

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    Amplify 101

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    In this tutorial, we will learn the basics of solving combinatorial optimization problems with Amplify.

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