[Verse 3]
Bias, oh bias, the shadow in my mind
It whispers doubts, leaving me blind
A high bias, a burden to bear
In the realm of simplicity, it lingers there

(Oh, the weight of expectation, it weighs me down)
(Oh, but I'll rise above, I won't let it drown)
In the pursuit of truth, I strive to see
Beyond the veil of bias, to set my spirit free

[Chorus]
Learning to love the bias and the variance
Letting go of overfitting
It's my last chance
In this dance of algorithms
I'll take a stance
Learning to love
Finding my own advance

[Bridge]
Through the trials and tribulations, I grow
In the symphony of learning, I'll find my flow
With each step forward, I embrace the unknown
In the journey of discovery, I've truly grown

[Chorus]
Learning to love the bias and the variance
Letting go of overfitting
It's my last chance
In this dance of algorithms
I'll take a stance
Learning to love
Finding my own advance

[Outro]
So here I stand, with heart and soul
Embracing the journey, embracing the whole
Learning to love, in this cosmic romance
For in the dance of learning, I find my chance


[Bridge]
Through the trials and tribulations, I grow
In the symphony of learning, I'll find my flow
With each step forward, I embrace the unknown
In the journey of discovery, I've truly grown

[Chorus]
Learning to love the bias and the variance
Letting go of overfitting
It's my last chance
In this dance of algorithms
I'll take a stance
Learning to love
Finding my own advance

[Outro]
So here I stand, with heart and soul
Embracing the journey, embracing the whole
Learning to love, in this cosmic romance
For in the dance of learning, I find my chance


[Verse 4]
Variance, oh variance, the dance of uncertainty
In the ebb and flow of data, it holds the key
A high variance, a tumultuous ride
Through the peaks and valleys, it cannot hide

(Oh, the whispers of chaos, they echo loud)
(Oh, but I'll find my way, I'll stand proud)
In the tapestry of complexity, I seek
A balance between order and the mystique

[Chorus]
Learning to love the bias and the variance
Letting go of overfitting
It's my last chance
In this dance of algorithms
I'll take a stance
Learning to love
Finding my own advance


[Bridge]
Through the storms of uncertainty, I'll sail
With resilience and courage, I'll prevail
In the labyrinth of complexity, I'll find my path
Navigating the waves, I'll escape the aftermath

[Chorus]
Learning to love the bias and the variance
Letting go of overfitting
It's my last chance
In this dance of algorithms
I'll take a stance
Learning to love
Finding my own advance

[Outro]
So here I stand, amidst the chaos and the grace
Embracing the challenge, embracing the chase
Learning to love, in this cosmic romance
For in the dance of learning, I find my chance

Bias And Variance (Soulful Acoustic R&B Version 3)

lyrics: 

True, 
Oh yeah,
True,
Mmm yeah, 

Wishing that I could be more than nothing,
I tell myself It's for fun truth is, 
I wanna be like another EDEN,
Maybe then I could feel a something, 

It's got me full singing right outta control,
dreaming up ways I'll, make it but I,
Know that I could go out so cold, 
And I already lost all of my soul,

So maybe one day I'll see my name on Koala Kontrol,
Singing to a crowd of people that I don't know, 

I just wanna sing on Koala Kontrol,
Be another hit, let the whole world know,
That I can do it,
I can make my dreams come true, 

I just wanna move fast dive in real slow,
Show them what I got and how I wanna go, 
Cause I can do it, 
I can make my dreams come,

True, 
Oh yeah,
True,
Mmm yeah, 

Go tell all your friends all about me, 
tell them that I can make some fresh beats but I,
Dig a girl who don't make a super scene bout how, 
I can make such a simple little beat,

And I know you mean well but I'm, 
Shy as hell,
And I know i'm kinda bad but I, 
Love the thrill,

So maybe one day I'll see my name on Koala Kontrol,
Singing to a crowd of people that I don't know, 

I just wanna sing on Koala Kontrol,
Be another hit, let the whole world know,
That I can do it,
I can make my dreams come true, 

I just wanna move fast dive in real slow,
Show them what I got and how I wanna go, 
Cause I can do it, 
I can make my dreams come,

True enough to make me feel like heaven, 
Tell me I don't need to get this cold,
Tell me i'm not going crazy,
Tell me that I'll make it someday,
Baby,

I just wanna sing on Koala Kontrol,
Be another hit, let the whole world know,
That I can do it,
I can make my dreams come true, 

I just wanna move fast dive in real slow,
Show them what I got and how I wanna go, 
Cause I can do it, 
I can make my dreams come,

True, 
Oh yeah,
True,
Mmm yeah,

koala kontrol

One of my all time favorite lyricists has to be Elohim. She can portray so much emotions and feelings into her music, it's beyond apprehension. As a little thank you to her, here is my small acoustic cover of her song Hallucinating. Thank you; more to come soon, xx.

Check out the original here:
https://soundcloud.com/elohimelohim/elohim-hallucinating

lyrics:

[verse 1]
am i dreaming walking in my sleep
i just can't drop this feeling
underneath my feet
these london streets are moving rising up at me
and all i see are faceless eyes

[chorus]
i'm hallucinating, i'm hallucinating
i'm hallucinating, i'm hallucinating

[verse 2]
daily life feels like a constant dream
i keep on tripping out any
why am i such a freak?
i don't know why that painting's staring back at me
i swear, i think its eyes just moved

[chorus]
i'm hallucinating, i'm hallucinating
i'm hallucinating, i'm hallucinating

[bridge]
baby, i'm scared to drink the water
baby, i think you drank the water

[chorus]
i'm hallucinating, i'm hallucinating
i'm hallucinating, i'm hallucinating

[chorus]
losing it all, losing it all in my head, (x4)
I'm hallucinating,

hallucinating (elohim cover)

lyrics:

'cause darling I'm a mess in my head,
I can't seem to escape what I said,
and I know you don't care for me, but I do,
so why did you break my soul into two? 

I wish I could go back in time, 
and forget about all these lonely nights,
I wish I knew why I can't fall asleep, 
I hope that this life doesn't get the best, of, me,

and darling I know you, 
but you don't really know me, 
I lost myself,
In the depths of the ocean,
it's pulling me under,
I'm lost with motion,

I'm suffocating,
and I, don't know how to feel about it, 
I'm lost and I'm buried within,

and I can't breathe,
It hurts to speak,
oh I can't sleep,
is it only me?

these words are killing softly,
I have trouble speaking calmly, to you,
and I just can't keep holding you back till you fall,
I wish I could love you with my all,

so what if I can't breathe?
and what if I need this? 
how long are you here for me?
I know that I'm faithless,
just give me some patience,
and I promise I'll love you unconditionally,

and darling I know you, 
but you don't really know me, 
I lost myself,
In the depths of the ocean,
it's pulling me under,
I'm lost with motion,

I'm suffocating,
and I, don't know how to feel about it, 
I'm lost and I'm buried within,

and I can't breathe,
It hurts to speak,
oh I can't sleep,
is it only me?

breathe,

breathe

I'm sorry.

snap me: onehopemusic

lyrics:

father, I'm sorry that I messed it up again,
I didn't mean to hurt you my dear old friend,
oh mother, I'm sorry for the pretty little things I said, 
I didn't mean to break you down again,

but I can't keep doing this all on my own, 
this imaginary lump is stuck in my throat,
and I wanna let go, I need you the most,

I guess it was all wrong,
but how was I supposed to know? 
I just thought there was more,

woah, woah, woah, hold on,
woah, woah, woah, hold on,
woah, woah, woah, hold on,

pretty little things

lyrics:

hey, how are you? I don't know you but I want too,
am, I the only one to love you the way I do?
I, keep on telling myself that one day I'll call you,
for, the reasons I don't know but I guess I want too,

you, are the one, you are the one yeah,
I don't know how, I don't know how to call yet,
cause you just keep running around my mind like it's all just something to do,

darling what's new?
should've seen through, 
like this is on you,

yeah,

cause if I fall in love again, 
I don't want to just pretend like this is fun and games, 
like you wanted too, so I need to know,
mi4u?

you keep on lying to me, 
everything you say has liability, 

but that's not my fault now is it darling?
I don't know what's wrong and,
you're calling me nonstop,
like I'm gonna solve it,

cause if I fall in love again, 
I don't want to just pretend like this is fun and games, 
like you wanted too, so I need to know,
mi4u?

cause darling I don't want to,
love someone so heartless, yeah,
you just want a love affair,
and I don't know if that's so fair,

cause darling I don't want to,
love someone so heartless, yeah,
you just want a love affair,
and I don't know if that's so fair,
mi4u?

mi4u? 
yeah,

mi4u?

you've been hanging around your bedside. 

Stream it here: 
https://open.spotify.com/track/0a74hJUdheySI1SP3kdkfK?si=xkbUCyYfTe-x5gXokAo08Q

lyrics:

I've been, so careless, I don't even know what you do,
you've been, so heartless, guess you should've seen this come through,
these feelings they don't go, and I hope that you know, that you're still, all that I want now, 
loving slow, steal the show, like it's gold cause you are, all that I need now,

I could just honestly live in my bed,

oh I can't let go, you've been hanging around your bedside,
please don't just go, I've been tryna get this alright,
I've been trying, I've been trying, I've been trying,
no more lying break the silence, it's our time yeah,
and I don't wanna know, you've been hanging around your bedside,

hanging off the bedside, thinking about when the time was right,
you dreaming about these late nights the, late car rides,
and I just can't keep thinking bout the ways I'll lose you,
you've been running around my mind since the minute I saw you, 
and that's the problem, I don't wanna let go let's just solve them,
there's no secret, I can't just keep it, 
I've been wanting you to know how much that,
I can't help myself, 
when you're around, these feelings they go crazy, think about you lately,
I don't how, I'm supposed to let you go, now,

oh I can't let go, you've been hanging around your bedside,
please don't just go, I've been tryna get this alright,
I've been trying, I've been trying, I've been trying,
no more lying break the silence, it's our time yeah,
and I don't wanna know, you've been hanging around your bedside,

bedside

lyrics:

I've been vibing for a while till the spotlight hit me,
nowadays I've just been feeling so empty,
feeling pressured just to do what I can, yeah,
hoping that I make it out, no pretend, oh,

I've been driving down this lonely road, 
lost my only soul,
to this place I call, home,

to this place I call, home,

to a place I call home, yeah,
to a place I call home,
where's home?

they say your home is where your heart is,
but my heart isn't home, yeah,

so tell me why am I scared to sleep at night?
tell me why I just can't seem to lose this fright?
break it to me, I'm losing my own sight,

so tell me why am I scared to sleep at night?
tell me why I just can't seem to lose this fright?
break it to me, I'm losing my own sight,

so you can say what you want, I know what you mean,
just seeing what you want too is pretty obscene,

and I can't get it out of my, 
head,

hear me out, I don't know how, but I went and lost myself,
the thoughts caress, my crying head, and I don't know where to find help,

woah, no,
woah, no,

lost myself

A little something extra <3

Stream it here: 
https://open.spotify.com/album/5eyp5gQMXcnzn4y5fz3h6g?si=zEvTwavjTreqPULEa0agdQ

lyrics:

glorified sunsets, drifting to the power lines,
darker nights, taking all of our summertime,

cold air, hot breath, was it all for show? 
I break down, I can't take it anymore, 
oh, 

this house creaks at night,
with the wind glazing over my fears,
my love, I'm scared I might, 
I pray there's no more tears,

let the rain wash away, 
all the pain of yesterday,
again,

oh oh,
oh oh,

This House Creaks At Night

lyric video: https://www.youtube.com/watch?v=pYBz_FPQlTg

lyrics:

I, know better than to lose her
I, know better when I lose her
I, know better than to lose her
I, know better when I lose her

you gave me all of your black doves
and painted them as if they were white
I thought there was a hope for us
but you gave away my love, without a sight

I didn't want us to end

I was just a kid when I first saw black doves
clawing at my soul, tryna take away my love
they tried to tear me down and said I wasn't enough
but I'll keep on fighting till the day I find her,
love

black doves

Knowuh: https://soundcloud.com/knowuhs

lyrics: 

lie through, your teeth
saying that you're still in love with me
break down, again
praying for the perfect way we'll end
is this all you wanted with me?
how did we become such enemies?
it's hard to see, that all you bleed will lead me to your knees

you bring out the worst in me
when I'm with you I swear I can't breathe
I know it's not that easy
won't you let him know, that you let it go

you, oh it's you
yeah you let it go (you, oh it's you)

tell me that you love it when I'm with you (tell me that you love it)
next thing that you do is chase another dude (chase another dude)
fall into my arms and let me keep you (let me keep you)
all you do is break my heart now I'm confused (I'm confused)

you don't wanna fix the broken, fix the promise
hurt my heart and deal with the wrongness
all of my feelings and all of my love, given to a girl who makes me worse

you bring out the worst in me, but I can't dismiss you
you bring out the worst in me, but I still love you

you bring out the worst in me
when I'm with you I swear I can't breathe
I know it's not that easy
won't you let him know, that you let it go

you, oh it's you
yeah you let it go (you, oh it's you)
you, oh it's you
you, oh it's you

4th of a 5 part EP.

black doves

One Hope

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