Derivation of Back Propagation with Cross Entropy

In order to understand the Back Propagation algorithm, we first need to understand some basic concepts such as Partial Derivatives, chain rule, Cross Entropy loss, Sigmoid function and Softmax…

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Faith

Blog 051 — May 21, 2018

Today is my 29th birthday. What a year it has been. I knew my 28th year was going to be something special. I never expected it to be the roller coaster ride it inevitably became. I loved this year and I lost this year. I grew this year and regressed this year. I was happy yet miserable. I was proud of myself while also disappointed. But overall, this year has been one for the books. The hyper-growth I experienced was out of choice and necessity. It was a consistent battle between who I had been and who I was becoming.

No longer holding onto to false comforts that held me back for so long, I chose to grab life by the horns and truly take my control. Sometimes I was up and sometimes I was down. Sometimes I won but sometimes I lost. Regardless of the circumstance or outcome, I grew. I grew for the better. I can safely say that I am a better Adam today, than I was yesterday. I am a better Adam this year, than I was last. That is all we can truly shoot for.

I reached an entirely new level of self-awareness this year. Beyond just observing certain happenstances of my personality, I put the work in to change them. Self-acknowledgement was the hardest aspect to employ. Though in my past, acknowledging my shortcomings and failures was second nature, doing so for my strengths and successes was not. Something I worked diligently on this year while removing the blanket of self-denial I protected myself with my entire life.

I came face to face with myself this year unlike ever before. Exploring the roots to every problem or issue I could think of, accepting them, and letting them go. Letting go of the self-deprecating thoughts. Letting go of the self-hate I guided myself with. Letting go of the idea that I am not good enough. These were all enormous strides I had to take to figure out my path through. It was not an easy path but it was worth the struggle it took to get here.

I experienced the scariest feeling of being lost while also experiencing the most elated feeling of being found. I submitted to the idea that I can’t control life. To the idea that I can control anything outside of myself. I also returned back to God this year, after nearly a decade in my own manifested darkness. This has brought joy to my life. Even on days like today, when I am not all the way up, I can still look around and be grateful for what I do have and where I have come from.

I am excited for 29. I have no idea what to expect but I feel I have the tool set and experience in place now to truly make strides in becoming the man I had envisioned since I was a boy. I have the wisdom and insight to know what is good for me and what is not. I have the confidence and assurance manifested from within to know I can weather any storm life may throw at me. I now have the perspective and mindset needed to realize that I am already great and need not reach more greatness but exist in the greatness that I already have attained.

I have no regrets from the first 28 years. I am proud of everything I have done and experienced. Every lesson born from failure. Every introspection created from loss. I am on the right path. I have the right people around me to get there. All I have to do is stay consistent, stay true to myself, and continue doing the right things for me. If I continue taking it one day at a time and attempting to be the best version of myself every day, the Universe will guide me to where it is I want to go. We just have to have faith.

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