diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/expressions/Builders.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/expressions/Builders.kt
index 9f1503285..834ef9e24 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/expressions/Builders.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/expressions/Builders.kt
@@ -5,19 +5,19 @@ import scientifik.kmath.operations.Ring
 import scientifik.kmath.operations.Space
 
 /**
- * Create a functional expression on this [Space]
+ * Creates a functional expression with this [Space].
  */
 fun <T> Space<T>.spaceExpression(block: FunctionalExpressionSpace<T, Space<T>>.() -> Expression<T>): Expression<T> =
     FunctionalExpressionSpace(this).run(block)
 
 /**
- * Create a functional expression on this [Ring]
+ * Creates a functional expression with this [Ring].
  */
 fun <T> Ring<T>.ringExpression(block: FunctionalExpressionRing<T, Ring<T>>.() -> Expression<T>): Expression<T> =
     FunctionalExpressionRing(this).run(block)
 
 /**
- * Create a functional expression on this [Field]
+ * Creates a functional expression with this [Field].
  */
 fun <T> Field<T>.fieldExpression(block: FunctionalExpressionField<T, Field<T>>.() -> Expression<T>): Expression<T> =
     FunctionalExpressionField(this).run(block)
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/operations/AlgebraElements.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/operations/AlgebraElements.kt
index 534f56e0d..197897c14 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/operations/AlgebraElements.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/operations/AlgebraElements.kt
@@ -12,8 +12,21 @@ interface MathElement<C> {
     val context: C
 }
 
+/**
+ * Represents element that can be wrapped to its "primitive" value.
+ *
+ * @param T the type wrapped by this wrapper.
+ * @param I the type of this wrapper.
+ */
 interface MathWrapper<T, I> {
+    /**
+     * Unwraps [I] to [T].
+     */
     fun unwrap(): T
+
+    /**
+     * Wraps [T] to [I].
+     */
     fun T.wrap(): I
 }
 
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/Buffers.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/Buffers.kt
index 73c3f96f4..5fdf79e88 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/Buffers.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/Buffers.kt
@@ -19,10 +19,11 @@ typealias BufferFactory<T> = (Int, (Int) -> T) -> Buffer<T>
 typealias MutableBufferFactory<T> = (Int, (Int) -> T) -> MutableBuffer<T>
 
 /**
- * A generic random-access structure for both primitives and objects.
+ * A generic immutable random-access structure for both primitives and objects.
+ *
+ * @param T the type of elements contained in the buffer.
  */
 interface Buffer<T> {
-
     /**
      * The size of this buffer.
      */
@@ -45,7 +46,6 @@ interface Buffer<T> {
         asSequence().mapIndexed { index, value -> value == other[index] }.all { it }
 
     companion object {
-
         inline fun real(size: Int, initializer: (Int) -> Double): RealBuffer {
             val array = DoubleArray(size) { initializer(it) }
             return RealBuffer(array)
@@ -95,6 +95,8 @@ val Buffer<*>.indices: IntRange get() = 0 until size
 
 /**
  * A generic mutable random-access structure for both primitives and objects.
+ *
+ * @param T the type of elements contained in the buffer.
  */
 interface MutableBuffer<T> : Buffer<T> {
     /**
@@ -138,8 +140,13 @@ interface MutableBuffer<T> : Buffer<T> {
     }
 }
 
+/**
+ * [Buffer] implementation over [List].
+ *
+ * @param T the type of elements contained in the buffer.
+ * @property list The underlying list.
+ */
 inline class ListBuffer<T>(val list: List<T>) : Buffer<T> {
-
     override val size: Int
         get() = list.size
 
@@ -148,10 +155,26 @@ inline class ListBuffer<T>(val list: List<T>) : Buffer<T> {
     override fun iterator(): Iterator<T> = list.iterator()
 }
 
+/**
+ * Returns an [ListBuffer] that wraps the original list.
+ */
 fun <T> List<T>.asBuffer(): ListBuffer<T> = ListBuffer(this)
 
+/**
+ * Creates a new [ListBuffer] with the specified [size], where each element is calculated by calling the specified
+ * [init] function.
+ *
+ * The function [init] is called for each array element sequentially starting from the first one.
+ * It should return the value for an array element given its index.
+ */
 inline fun <T> ListBuffer(size: Int, init: (Int) -> T): ListBuffer<T> = List(size, init).asBuffer()
 
+/**
+ * [MutableBuffer] implementation over [MutableList].
+ *
+ * @param T the type of elements contained in the buffer.
+ * @property list The underlying list.
+ */
 inline class MutableListBuffer<T>(val list: MutableList<T>) : MutableBuffer<T> {
 
     override val size: Int
@@ -167,8 +190,14 @@ inline class MutableListBuffer<T>(val list: MutableList<T>) : MutableBuffer<T> {
     override fun copy(): MutableBuffer<T> = MutableListBuffer(ArrayList(list))
 }
 
+/**
+ * [MutableBuffer] implementation over [Array].
+ *
+ * @param T the type of elements contained in the buffer.
+ * @property array The underlying array.
+ */
 class ArrayBuffer<T>(private val array: Array<T>) : MutableBuffer<T> {
-    //Can't inline because array is invariant
+    // Can't inline because array is invariant
     override val size: Int
         get() = array.size
 
@@ -183,8 +212,17 @@ class ArrayBuffer<T>(private val array: Array<T>) : MutableBuffer<T> {
     override fun copy(): MutableBuffer<T> = ArrayBuffer(array.copyOf())
 }
 
+/**
+ * Returns an [ArrayBuffer] that wraps the original array.
+ */
 fun <T> Array<T>.asBuffer(): ArrayBuffer<T> = ArrayBuffer(this)
 
+/**
+ * Immutable wrapper for [MutableBuffer].
+ *
+ * @param T the type of elements contained in the buffer.
+ * @property buffer The underlying buffer.
+ */
 inline class ReadOnlyBuffer<T>(val buffer: MutableBuffer<T>) : Buffer<T> {
     override val size: Int get() = buffer.size
 
@@ -196,6 +234,8 @@ inline class ReadOnlyBuffer<T>(val buffer: MutableBuffer<T>) : Buffer<T> {
 /**
  * A buffer with content calculated on-demand. The calculated content is not stored, so it is recalculated on each call.
  * Useful when one needs single element from the buffer.
+ *
+ * @param T the type of elements provided by the buffer.
  */
 class VirtualBuffer<T>(override val size: Int, private val generator: (Int) -> T) : Buffer<T> {
     override fun get(index: Int): T {
@@ -215,17 +255,16 @@ class VirtualBuffer<T>(override val size: Int, private val generator: (Int) -> T
 }
 
 /**
- * Convert this buffer to read-only buffer
+ * Convert this buffer to read-only buffer.
  */
-fun <T> Buffer<T>.asReadOnly(): Buffer<T> = if (this is MutableBuffer) {
-    ReadOnlyBuffer(this)
-} else {
-    this
-}
+fun <T> Buffer<T>.asReadOnly(): Buffer<T> = if (this is MutableBuffer) ReadOnlyBuffer(this) else this
 
 /**
- * Typealias for buffer transformations
+ * Typealias for buffer transformations.
  */
 typealias BufferTransform<T, R> = (Buffer<T>) -> Buffer<R>
 
+/**
+ * Typealias for buffer transformations with suspend function.
+ */
 typealias SuspendBufferTransform<T, R> = suspend (Buffer<T>) -> Buffer<R>
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/FlaggedBuffer.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/FlaggedBuffer.kt
index 2382e2c57..a2d0a71b3 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/FlaggedBuffer.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/FlaggedBuffer.kt
@@ -2,15 +2,35 @@ package scientifik.kmath.structures
 
 import kotlin.experimental.and
 
+/**
+ * Represents flags to supply additional info about values of buffer.
+ *
+ * @property mask bit mask value of this flag.
+ */
 enum class ValueFlag(val mask: Byte) {
+    /**
+     * Reports the value is NaN.
+     */
     NAN(0b0000_0001),
+
+    /**
+     * Reports the value doesn't present in the buffer (when the type of value doesn't support `null`).
+     */
     MISSING(0b0000_0010),
+
+    /**
+     * Reports the value is negative infinity.
+     */
     NEGATIVE_INFINITY(0b0000_0100),
+
+    /**
+     * Reports the value is positive infinity
+     */
     POSITIVE_INFINITY(0b0000_1000)
 }
 
 /**
- * A buffer with flagged values
+ * A buffer with flagged values.
  */
 interface FlaggedBuffer<T> : Buffer<T> {
     fun getFlag(index: Int): Byte
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/FloatBuffer.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/FloatBuffer.kt
new file mode 100644
index 000000000..e42df8c14
--- /dev/null
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/FloatBuffer.kt
@@ -0,0 +1,49 @@
+package scientifik.kmath.structures
+
+/**
+ * Specialized [MutableBuffer] implementation over [FloatArray].
+ *
+ * @property array the underlying array.
+ */
+inline class FloatBuffer(val array: FloatArray) : MutableBuffer<Float> {
+    override val size: Int get() = array.size
+
+    override fun get(index: Int): Float = array[index]
+
+    override fun set(index: Int, value: Float) {
+        array[index] = value
+    }
+
+    override fun iterator(): FloatIterator = array.iterator()
+
+    override fun copy(): MutableBuffer<Float> =
+        FloatBuffer(array.copyOf())
+}
+
+/**
+ * Creates a new [FloatBuffer] with the specified [size], where each element is calculated by calling the specified
+ * [init] function.
+ *
+ * The function [init] is called for each array element sequentially starting from the first one.
+ * It should return the value for an buffer element given its index.
+ */
+inline fun FloatBuffer(size: Int, init: (Int) -> Float): FloatBuffer = FloatBuffer(FloatArray(size) { init(it) })
+
+/**
+ * Returns a new [FloatBuffer] of given elements.
+ */
+fun FloatBuffer(vararg floats: Float): FloatBuffer = FloatBuffer(floats)
+
+/**
+ * Returns a [FloatArray] containing all of the elements of this [MutableBuffer].
+ */
+val MutableBuffer<out Float>.array: FloatArray
+    get() = (if (this is FloatBuffer) array else FloatArray(size) { get(it) })
+
+/**
+ * Returns [FloatBuffer] over this array.
+ *
+ * @receiver the array.
+ * @return the new buffer.
+ */
+fun FloatArray.asBuffer(): FloatBuffer = FloatBuffer(this)
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/IntBuffer.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/IntBuffer.kt
index 3bf8ef6ab..a3f0f3c3e 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/IntBuffer.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/IntBuffer.kt
@@ -26,15 +26,13 @@ inline class IntBuffer(val array: IntArray) : MutableBuffer<Int> {
  * [init] function.
  *
  * The function [init] is called for each array element sequentially starting from the first one.
- * It should return the value for an array element given its index.
+ * It should return the value for an buffer element given its index.
  */
-@Suppress("FunctionName")
 inline fun IntBuffer(size: Int, init: (Int) -> Int): IntBuffer = IntBuffer(IntArray(size) { init(it) })
 
 /**
  * Returns a new [IntBuffer] of given elements.
  */
-@Suppress("FunctionName")
 fun IntBuffer(vararg ints: Int): IntBuffer = IntBuffer(ints)
 
 /**
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/LongBuffer.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/LongBuffer.kt
index 3ee2e75a2..912656c68 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/LongBuffer.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/LongBuffer.kt
@@ -1,5 +1,10 @@
 package scientifik.kmath.structures
 
+/**
+ * Specialized [MutableBuffer] implementation over [LongArray].
+ *
+ * @property array the underlying array.
+ */
 inline class LongBuffer(val array: LongArray) : MutableBuffer<Long> {
     override val size: Int get() = array.size
 
@@ -16,4 +21,30 @@ inline class LongBuffer(val array: LongArray) : MutableBuffer<Long> {
 
 }
 
+/**
+ * Creates a new [LongBuffer] with the specified [size], where each element is calculated by calling the specified
+ * [init] function.
+ *
+ * The function [init] is called for each array element sequentially starting from the first one.
+ * It should return the value for an buffer element given its index.
+ */
+inline fun LongBuffer(size: Int, init: (Int) -> Long): LongBuffer = LongBuffer(LongArray(size) { init(it) })
+
+/**
+ * Returns a new [LongBuffer] of given elements.
+ */
+fun LongBuffer(vararg longs: Long): LongBuffer = LongBuffer(longs)
+
+/**
+ * Returns a [IntArray] containing all of the elements of this [MutableBuffer].
+ */
+val MutableBuffer<out Long>.array: LongArray
+    get() = (if (this is LongBuffer) array else LongArray(size) { get(it) })
+
+/**
+ * Returns [LongBuffer] over this array.
+ *
+ * @receiver the array.
+ * @return the new buffer.
+ */
 fun LongArray.asBuffer(): LongBuffer = LongBuffer(this)
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/MemoryBuffer.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/MemoryBuffer.kt
index b15487114..70e4a8f0f 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/MemoryBuffer.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/MemoryBuffer.kt
@@ -4,12 +4,16 @@ import scientifik.memory.*
 
 /**
  * A non-boxing buffer over [Memory] object.
+ *
+ * @param T the type of elements contained in the buffer.
+ * @property memory the underlying memory segment.
+ * @property spec the spec of [T] type.
  */
 open class MemoryBuffer<T : Any>(protected val memory: Memory, protected val spec: MemorySpec<T>) : Buffer<T> {
 
     override val size: Int get() = memory.size / spec.objectSize
 
-    private val reader = memory.reader()
+    private val reader: MemoryReader = memory.reader()
 
     override fun get(index: Int): T = reader.read(spec, spec.objectSize * index)
 
@@ -33,6 +37,13 @@ open class MemoryBuffer<T : Any>(protected val memory: Memory, protected val spe
     }
 }
 
+/**
+ * A mutable non-boxing buffer over [Memory] object.
+ *
+ * @param T the type of elements contained in the buffer.
+ * @property memory the underlying memory segment.
+ * @property spec the spec of [T] type.
+ */
 class MutableMemoryBuffer<T : Any>(memory: Memory, spec: MemorySpec<T>) : MemoryBuffer<T>(memory, spec),
     MutableBuffer<T> {
 
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/NDAlgebra.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/NDAlgebra.kt
index 750133351..f2805529c 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/NDAlgebra.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/NDAlgebra.kt
@@ -107,8 +107,8 @@ interface NDRing<T, R : Ring<T>, N : NDStructure<T>> : Ring<N>, NDSpace<T, R, N>
 /**
  * Field for n-dimensional structures.
  *
- * @param T - the type of the element contained in ND structure
- * @param F - field of structure elements
+ * @param T the type of the element contained in ND structure
+ * @param F field of structure elements
  */
 interface NDField<T, F : Field<T>, N : NDStructure<T>> : Field<N>, NDRing<T, F, N> {
 
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBuffer.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBuffer.kt
index 715f3a017..e999e12b2 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBuffer.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBuffer.kt
@@ -1,5 +1,10 @@
 package scientifik.kmath.structures
 
+/**
+ * Specialized [MutableBuffer] implementation over [DoubleArray].
+ *
+ * @property array the underlying array.
+ */
 inline class RealBuffer(val array: DoubleArray) : MutableBuffer<Double> {
     override val size: Int get() = array.size
 
@@ -16,19 +21,17 @@ inline class RealBuffer(val array: DoubleArray) : MutableBuffer<Double> {
 }
 
 /**
- * Creates a new array with the specified [size], where each element is calculated by calling the specified
+ * Creates a new [RealBuffer] with the specified [size], where each element is calculated by calling the specified
  * [init] function.
  *
  * The function [init] is called for each array element sequentially starting from the first one.
- * It should return the value for an array element given its index.
+ * It should return the value for an buffer element given its index.
  */
-@Suppress("FunctionName")
 inline fun RealBuffer(size: Int, init: (Int) -> Double): RealBuffer = RealBuffer(DoubleArray(size) { init(it) })
 
 /**
  * Returns a new [RealBuffer] of given elements.
  */
-@Suppress("FunctionName")
 fun RealBuffer(vararg doubles: Double): RealBuffer = RealBuffer(doubles)
 
 /**
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBufferField.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBufferField.kt
index 826203d1f..33198aac1 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBufferField.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/RealBufferField.kt
@@ -6,7 +6,7 @@ import kotlin.math.*
 
 
 /**
- * A simple field over linear buffers of [Double]
+ * [ExtendedFieldOperations] over [RealBuffer].
  */
 object RealBufferFieldOperations : ExtendedFieldOperations<Buffer<Double>> {
     override fun add(a: Buffer<Double>, b: Buffer<Double>): RealBuffer {
@@ -109,6 +109,11 @@ object RealBufferFieldOperations : ExtendedFieldOperations<Buffer<Double>> {
         RealBuffer(DoubleArray(arg.size) { ln(arg[it]) })
 }
 
+/**
+ * [ExtendedField] over [RealBuffer].
+ *
+ * @property size the size of buffers to operate on.
+ */
 class RealBufferField(val size: Int) : ExtendedField<Buffer<Double>> {
     override val zero: Buffer<Double> by lazy { RealBuffer(size) { 0.0 } }
     override val one: Buffer<Double> by lazy { RealBuffer(size) { 1.0 } }
diff --git a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/ShortBuffer.kt b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/ShortBuffer.kt
index 24c94a885..a67cbec62 100644
--- a/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/ShortBuffer.kt
+++ b/kmath-core/src/commonMain/kotlin/scientifik/kmath/structures/ShortBuffer.kt
@@ -1,5 +1,10 @@
 package scientifik.kmath.structures
 
+/**
+ * Specialized [MutableBuffer] implementation over [ShortBuffer].
+ *
+ * @property array the underlying array.
+ */
 inline class ShortBuffer(val array: ShortArray) : MutableBuffer<Short> {
     override val size: Int get() = array.size
 
@@ -16,4 +21,30 @@ inline class ShortBuffer(val array: ShortArray) : MutableBuffer<Short> {
 
 }
 
+/**
+ * Creates a new [ShortBuffer] with the specified [size], where each element is calculated by calling the specified
+ * [init] function.
+ *
+ * The function [init] is called for each array element sequentially starting from the first one.
+ * It should return the value for an buffer element given its index.
+ */
+inline fun ShortBuffer(size: Int, init: (Int) -> Short): ShortBuffer = ShortBuffer(ShortArray(size) { init(it) })
+
+/**
+ * Returns a new [ShortBuffer] of given elements.
+ */
+fun ShortBuffer(vararg shorts: Short): ShortBuffer = ShortBuffer(shorts)
+
+/**
+ * Returns a [ShortArray] containing all of the elements of this [MutableBuffer].
+ */
+val MutableBuffer<out Short>.array: ShortArray
+    get() = (if (this is ShortBuffer) array else ShortArray(size) { get(it) })
+
+/**
+ * Returns [ShortBuffer] over this array.
+ *
+ * @receiver the array.
+ * @return the new buffer.
+ */
 fun ShortArray.asBuffer(): ShortBuffer = ShortBuffer(this)