Poetry of Machine Learning (Paperback)

Sprache: Englisch

Verlag: Independently Published, 2025

9798308754640

Anbieter: CitiRetail, Stevenage, Vereinigtes KönigreichCitiRetail

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Verkäufer:in bei AbeBooks seit 29. Juni 2022

Softcover

Zustand: Neu

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Artikelbeschreibung des Verkäufers

Paperback. "Poetry of Machine Learning" is a unique and captivating journey through the world of artificial intelligence, where complex algorithms are transformed into lyrical verses. This innovative book bridges the gap between technology and art, making the intricate concepts of machine learning accessible and beautiful.Dive into the rhythmic world of Principal Component Analysis (PCA), where data dimensions dance and twirl, reducing complexity to its essence. Feel the power of Support Vector Machines (SVM) as they draw poetic lines of separation in the feature space, creating boundaries with mathematical grace.Experience the neighborly charm of K-Nearest Neighbors (KNN), where data points find kinship in proximity, and decisions are made through the wisdom of the closest companions. Wander through the branching paths of Decision Trees (DT), where each node poses a question, leading to leaves of knowledge and understanding.Immerse yourself in the probabilistic poetry of Bayesian methods, where prior beliefs and new evidence intertwine to form posterior truths. And witness the elegant convergence of the Expectation-Maximization (EM) algorithm, as it iteratively seeks hidden patterns in a delicate balance of expectation and maximization. Discover the innovative world of the PCTAgent, a Perceptual Control Theory-based model that brings a fresh perspective to machine learning. Unlike traditional algorithms, the PCTAgent requires no training samples or extensive training time. Instead, it operates on a closed-loop system, parsing inputs from the environment into hierarchically organized perceptual signals. By computing dynamic error signals and adjusting its output to reduce these errors, the PCTAgent achieves remarkable performance across various tasks, even matching or surpassing deep reinforcement learning paradigms in some cases. The PCTAgent's approach is grounded in mathematical precision, utilizing perceptual signals to represent input quantities and calculate errors. This method allows for real-time adjustments and adaptations, making it particularly effective in dynamic environments. For instance, in a pursuit tracking task, the PCTAgent can precisely calculate the distance between a target and cursor position, accounting for delays and continuously updating its perceptions to maintain accuracy. "Poetry of Machine Learning" is not just a book; it's a celebration of the beauty hidden within algorithms, a testament to the artistry of data science. From the elegant simplicity of traditional methods to the innovative approach of the PCTAgent, this collection unveils the poetic nature of machine learning in all its forms. Whether you're a seasoned data scientist or a curious novice, these verses will inspire you to see the poetry in the heart of machine learning, including the rhythmic dance of perception and control embodied by the PCTAgent. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…

Bestandsnummer des Verkäufers 9798308754640

Titel
Poetry of Machine Learning (Paperback)
Autor
Tauseef Gulrez
Verlag
Independently Published
Erscheinungsjahr
2025
Zustand
new
Einband
Paperback
Sprache
Englisch
ISBN-13
9798308754640

CitiRetail

Stevenage, Vereinigtes Königreich

Verkäufer/-in mit 5 Sternen

Verkäufer:in bei AbeBooks seit 29. Juni 2022

Versandkosten von Vereinigtes Königreich nach USA

Artikel7 bis 14 Werktage7 bis 60 Werktage
Erster ArtikelEUR 44,22EUR 44,22
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