Think Forward.

[ML Tutorials #1] Grasping the concept of machine learning in just 90 seconds of reading 3197

Tima EL, 2 y.
1 min read.
Machine learning is a branch of the artificial intelligence domain that encompasses various methods relying on learning from data to solve problems such as prediction, classification, dimensionality reduction, etc. Learning from the data means that machine learning systems can analyze patterns, extract insights, and make informed decisions without being explicitly programmed for a particular task. Instead of adhering to predetermined rules, machine learning methods adapt and improve their performance over time. The process involves training models, validating their accuracy, and testing their generalization to new, unseen data. Intuitively, we can envision the machine learning model as a student in a classroom. The teacher imparts knowledge to the student during what we refer to as the training step for the machine learning model. After the session, the student undergoes a quiz to solidify the concepts, representing the validation step for the machine learning model. Finally, the student takes a comprehensive final exam to test their understanding of the entire course. All of these stages occur gradually over what is termed as epochs in the context of a machine learning model. In this analogy, each epoch corresponds to a complete cycle of the training, validation, and testing phases. It's like the student attending multiple class sessions, quizzes, and exams to reinforce and assess their knowledge. With each successive epoch, the machine learning model refines its understanding of the data, enhancing its ability to make accurate predictions or classifications in real-world applications. Just as a student becomes more adept through repeated study sessions, the machine learning model becomes increasingly proficient with each pass through the data.
Fatima Zahra EL hajji (Tima EL)

Fatima Zahra EL hajji (Tima EL)

Choose peace, love yourself, keep smiling :) Life is only a short trip. Enjoy it.


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The Monad 331

Tupan, 2 d.
The Monad is found at the highest level of existence, being the eternal, indivisible spark of the Divine. It is not a being in the conventional sense, but a pure center of consciousness, a point of origin that transcends time, space, and form. The Monad is a direct emanation of the Absolute, the One Source, and contains within itself the total potential of divine intelligence and will. The Monad beholds the entire cosmos, reflecting it inwardly without division or movement. For the purpose of experience, evolution, and the expansion of consciousness, the Monad unfolds itself. This process does not mean that a fragmentation occurs, but emanation, in accordance with the laws of sacred geometry and cosmic harmony. The Monad expresses itself into twelve individuated Soul aspects — each a radiant expression of its divine essence. These are sometimes called Oversouls, Higher Selves, or Solar Selves in esoteric traditions. Each of these twelve Souls remains intimately connected to the Monad, yet takes on a unique pathway of spiritual development and service. Each Soul, in turn, extends itself into twelve Spirits, or individual incarnating identities, that manifest across the dimensions of space and time. These Spirits are what we often understand as human personalities — seemingly separate lives, yet each one is a temporary projection of a higher spiritual intelligence. These incarnations serve to gather experience, to learn through contrast and duality, and ultimately to return to unity through the path of conscious realization. Thus, from a single Monad emerge: 1) 12 Souls (higher, eternal selves). 2) Each with 12 Spirits (incarnated personalities). 3) That results in 144 individuated expressions of the original divine spark. This structure is an archetypal framework encoded within the very fabric of the universe. The number 144 is not coincidental: it is directly related to sacred numerology and appears in mystical scriptures such as the Book of Revelation, where the 144,000 sealed servants symbolize the perfected collective of awakened souls. In this model, the journey of each incarnated Spirit is not isolated, but part of a vast, intricate tapestry. All experiences — joys, sorrows, triumphs, and trials — are transmitted upward through the Soul to the Monad, enriching the totality of divine being with wisdom distilled through the lens of individuality. The Monad, untouched and changeless, still gathers all of these reflections into itself in perfect harmony. To know oneself, then, is not merely to understand one’s personal identity, but to awaken to the truth that we are emanations of a higher Soul, and beyond that, of a singular Monad — a spark of God.