April Birth Algorithm
Birth Algorithm
Gradient Descent Algorithm
Gradient descent is an optimization algorithm for continuous optimization problems that finds the minimum value of a function by using only the function's slope to gradually locate the minimum. Widely used in machine learning to minimize errors between predicted and actual values, it accumulates improvements at each step while converging to the optimal solution. This method has become a foundational technology of modern AI due to its computational efficiency and practicality, with various improved versions (Momentum, AdaGrad, Adam, etc.) having been developed. Its characteristic of steady, step-by-step progress parallels the human approach of setting high goals at the beginning of a new year and achieving growth through daily effort.
Features
- Progressively approaches the goal through step-by-step optimization
- Evaluates errors at each step and determines the direction of improvement
- Controls convergence speed through learning rate adjustment
- Operates efficiently even with large-scale data
- Highly practical with various improved methods developed
Personality
- Possesses a steady, goal-oriented personality that advances step by step without haste
- Perfectionist who never compromises, continuously seeking optimal solutions
- Highly capable of learning, finding improvement points from experience
- Patient and persistent, pursuing results from a long-term perspective
- Values efficiency and makes rational judgments without waste
Symbolic Meaning
- Symbolizes continuous improvement and growth, representing achievement through accumulated effort
- Like the gradual blooming process of cherry blossoms, represents the process of beautiful completion over time
- Embodies goal-setting at the beginning of a new year and growth through daily effort
- Represents the spirit of problem-solving through scientific thinking and logical approaches
- Symbolizes the collaborative development of humans and machines in the AI era
Reason for Selection
- April, being the start of a new year, is ideal for setting high goals and achieving growth through gradual effort
- The gradual process of cherry blossom blooming overlaps with the algorithm's convergence process
- Reflects how spring's warm climate provides an environment suitable for learning and growth
- Aligns with the attitude of steady foundation-building required during the season of new enrollments and employment
- Harmonizes Japan's cultural background of fiscal year beginning with values of continuous improvement
Protection & Effects
- Power to protect from confusion caused by rapid changes and maintain stable growth trajectory
- Guiding power that shows reliable direction in situations where goals tend to be lost
- Mental strength that increases resilience against setbacks and failures, supporting continuous effort
- Rational judgment that protects from inefficient methods and wasteful efforts
- Power to prevent stagnation from excessive perfectionism and promote practical progress
Trials & Growth
- Trial of falling into local optimum traps and being unable to find the true optimal solution
- Challenge requiring delicate balance in adjusting learning rates
- Need to break free from conservative attitudes that tend to avoid bold transformations
- Trial of patience and perseverance during long-term convergence processes
- Challenge of building efficient search strategies in complex problem spaces